Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [2]:
# data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[3]:
<matplotlib.image.AxesImage at 0x7fc9a6d0f780>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [4]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[4]:
<matplotlib.image.AxesImage at 0x7fc9a6c0b860>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [5]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [6]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    input_real = tf.placeholder(tf.float32, shape=(None, image_width, image_height, image_channels), name='input_real')
    input_z = tf.placeholder(tf.float32, shape=(None, z_dim), name='input_z')
    learning_rate = tf.placeholder(tf.float32)
    return input_real, input_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [7]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    alpha=0.01
    with tf.variable_scope('discriminator', reuse=reuse) as discriminator:

        x1 = tf.layers.conv2d(images, 128, 5, strides=2, padding='same')
        relu1 = tf.maximum(alpha * x1, x1)

        x2 = tf.layers.conv2d(relu1, 64, 5, strides=2, padding='same')
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)

        x3 = tf.layers.conv2d(relu2, 32, 5, strides=2, padding='same')
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)

        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*32))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
    return out, logits

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [8]:
def generator(z, out_channel_dim, is_train=True):
    alpha = 0.01
    reuse = True if not is_train else False
    with tf.variable_scope('generator', reuse=reuse) as generator:
        # First fully connected layer
        x1 = tf.layers.dense(z, 3*3*512)

        # Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 3, 3, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1)

        x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        
#         x3 = tf.layers.conv2d_transpose(x2, 32, 5, strides=1, padding='same')
#         x3 = tf.layers.batch_normalization(x3, training=is_train)
#         x3 = tf.maximum(alpha * x3, x3)

        x4 = tf.image.resize_nearest_neighbor(x2, (7,7))
        x4 = tf.layers.conv2d_transpose(x4, 128, 5, strides=2, padding='same')
        x4 = tf.layers.batch_normalization(x4, training=is_train)
        x4 = tf.maximum(alpha * x4, x4)
        
#         x5 = tf.layers.conv2d_transpose(x4, 8, 5, strides=1, padding='same')
#         x5 = tf.layers.batch_normalization(x5, training=is_train)
#         x5 = tf.maximum(alpha * x5, x5)

        # Output layer
        logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 5, strides=2, padding='same')
        out = tf.tanh(logits)
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [9]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
#     smooth = 0.1
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake

    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [10]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [11]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [12]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    image_depth = 1 if data_image_mode == 'L' else 3
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], image_depth, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, image_depth)
    d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
    
    steps = 0
    n_images = show_n_images
    print_every = 10
    show_every = 100
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                batch_images = 2 * batch_images
                steps += 1
                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, lr:learning_rate})

                if steps % print_every == 0:
                    # At the end of each epoch, get the losses and print them out
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))

                if steps % show_every == 0:
                    show_generator_output(sess, n_images, input_z, image_depth, data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [13]:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 2.1063... Generator Loss: 0.2136
Epoch 1/2... Discriminator Loss: 1.0447... Generator Loss: 0.6610
Epoch 1/2... Discriminator Loss: 1.0953... Generator Loss: 0.7636
Epoch 1/2... Discriminator Loss: 1.1720... Generator Loss: 0.8513
Epoch 1/2... Discriminator Loss: 1.0520... Generator Loss: 1.0147
Epoch 1/2... Discriminator Loss: 0.9872... Generator Loss: 0.9018
Epoch 1/2... Discriminator Loss: 0.7006... Generator Loss: 1.2894
Epoch 1/2... Discriminator Loss: 0.4683... Generator Loss: 1.3595
Epoch 1/2... Discriminator Loss: 0.5391... Generator Loss: 1.2157
Epoch 1/2... Discriminator Loss: 0.6517... Generator Loss: 1.9969
Epoch 1/2... Discriminator Loss: 0.3295... Generator Loss: 2.1892
Epoch 1/2... Discriminator Loss: 0.3314... Generator Loss: 2.1425
Epoch 1/2... Discriminator Loss: 0.4698... Generator Loss: 1.7428
Epoch 1/2... Discriminator Loss: 0.4243... Generator Loss: 1.5039
Epoch 1/2... Discriminator Loss: 0.4138... Generator Loss: 2.6259
Epoch 1/2... Discriminator Loss: 0.3216... Generator Loss: 2.0846
Epoch 1/2... Discriminator Loss: 0.3894... Generator Loss: 1.7706
Epoch 1/2... Discriminator Loss: 0.3183... Generator Loss: 1.9967
Epoch 1/2... Discriminator Loss: 0.1863... Generator Loss: 2.7821
Epoch 1/2... Discriminator Loss: 0.3667... Generator Loss: 1.6579
Epoch 1/2... Discriminator Loss: 0.4840... Generator Loss: 1.4195
Epoch 1/2... Discriminator Loss: 0.3961... Generator Loss: 1.5503
Epoch 1/2... Discriminator Loss: 0.1732... Generator Loss: 2.6162
Epoch 1/2... Discriminator Loss: 0.3403... Generator Loss: 2.6162
Epoch 1/2... Discriminator Loss: 0.4101... Generator Loss: 1.9758
Epoch 1/2... Discriminator Loss: 0.3897... Generator Loss: 2.0262
Epoch 1/2... Discriminator Loss: 0.2456... Generator Loss: 2.4964
Epoch 1/2... Discriminator Loss: 0.3053... Generator Loss: 2.6704
Epoch 1/2... Discriminator Loss: 0.3385... Generator Loss: 2.1834
Epoch 1/2... Discriminator Loss: 0.4165... Generator Loss: 1.7215
Epoch 1/2... Discriminator Loss: 0.3794... Generator Loss: 1.5140
Epoch 1/2... Discriminator Loss: 0.2417... Generator Loss: 2.2304
Epoch 1/2... Discriminator Loss: 0.3919... Generator Loss: 1.7777
Epoch 1/2... Discriminator Loss: 0.2137... Generator Loss: 2.6095
Epoch 1/2... Discriminator Loss: 0.2205... Generator Loss: 2.2503
Epoch 1/2... Discriminator Loss: 0.4424... Generator Loss: 1.6040
Epoch 1/2... Discriminator Loss: 0.4651... Generator Loss: 1.7752
Epoch 1/2... Discriminator Loss: 0.3262... Generator Loss: 1.9672
Epoch 1/2... Discriminator Loss: 0.3434... Generator Loss: 1.7163
Epoch 1/2... Discriminator Loss: 0.3082... Generator Loss: 1.9763
Epoch 1/2... Discriminator Loss: 0.2687... Generator Loss: 2.3517
Epoch 1/2... Discriminator Loss: 0.1917... Generator Loss: 2.3951
Epoch 1/2... Discriminator Loss: 0.5183... Generator Loss: 1.5125
Epoch 1/2... Discriminator Loss: 0.1293... Generator Loss: 2.8770
Epoch 1/2... Discriminator Loss: 0.2137... Generator Loss: 2.6045
Epoch 1/2... Discriminator Loss: 0.2759... Generator Loss: 2.0566
Epoch 1/2... Discriminator Loss: 0.1642... Generator Loss: 2.7830
Epoch 1/2... Discriminator Loss: 0.2478... Generator Loss: 2.3507
Epoch 1/2... Discriminator Loss: 1.5916... Generator Loss: 5.3617
Epoch 1/2... Discriminator Loss: 0.1675... Generator Loss: 2.7520
Epoch 1/2... Discriminator Loss: 0.1786... Generator Loss: 2.6377
Epoch 1/2... Discriminator Loss: 0.2633... Generator Loss: 2.9158
Epoch 1/2... Discriminator Loss: 0.5033... Generator Loss: 1.5745
Epoch 1/2... Discriminator Loss: 0.2573... Generator Loss: 2.4860
Epoch 1/2... Discriminator Loss: 0.2495... Generator Loss: 2.1509
Epoch 1/2... Discriminator Loss: 0.5476... Generator Loss: 4.4616
Epoch 1/2... Discriminator Loss: 0.5272... Generator Loss: 4.2745
Epoch 1/2... Discriminator Loss: 0.2454... Generator Loss: 2.2929
Epoch 1/2... Discriminator Loss: 0.1789... Generator Loss: 2.8340
Epoch 1/2... Discriminator Loss: 0.2804... Generator Loss: 2.2931
Epoch 1/2... Discriminator Loss: 0.2799... Generator Loss: 2.1090
Epoch 1/2... Discriminator Loss: 0.1871... Generator Loss: 2.8232
Epoch 1/2... Discriminator Loss: 0.2469... Generator Loss: 2.3734
Epoch 1/2... Discriminator Loss: 0.2443... Generator Loss: 2.9506
Epoch 1/2... Discriminator Loss: 0.3984... Generator Loss: 4.4180
Epoch 1/2... Discriminator Loss: 0.4258... Generator Loss: 1.4803
Epoch 1/2... Discriminator Loss: 0.5284... Generator Loss: 1.3314
Epoch 1/2... Discriminator Loss: 0.2223... Generator Loss: 2.2200
Epoch 1/2... Discriminator Loss: 0.3154... Generator Loss: 2.2245
Epoch 1/2... Discriminator Loss: 0.2313... Generator Loss: 2.5199
Epoch 1/2... Discriminator Loss: 0.4260... Generator Loss: 1.7867
Epoch 1/2... Discriminator Loss: 0.3584... Generator Loss: 1.6232
Epoch 1/2... Discriminator Loss: 0.3735... Generator Loss: 3.2763
Epoch 1/2... Discriminator Loss: 0.2062... Generator Loss: 2.7592
Epoch 1/2... Discriminator Loss: 0.2915... Generator Loss: 2.6254
Epoch 1/2... Discriminator Loss: 0.3393... Generator Loss: 1.8932
Epoch 1/2... Discriminator Loss: 0.2533... Generator Loss: 2.5919
Epoch 1/2... Discriminator Loss: 0.6660... Generator Loss: 1.7102
Epoch 1/2... Discriminator Loss: 0.2596... Generator Loss: 2.5279
Epoch 1/2... Discriminator Loss: 0.3160... Generator Loss: 2.5167
Epoch 1/2... Discriminator Loss: 0.2814... Generator Loss: 2.6343
Epoch 1/2... Discriminator Loss: 0.1629... Generator Loss: 2.7319
Epoch 1/2... Discriminator Loss: 0.3510... Generator Loss: 2.8750
Epoch 1/2... Discriminator Loss: 0.4045... Generator Loss: 1.8646
Epoch 1/2... Discriminator Loss: 0.2082... Generator Loss: 2.8840
Epoch 1/2... Discriminator Loss: 0.2966... Generator Loss: 2.0353
Epoch 1/2... Discriminator Loss: 0.2462... Generator Loss: 3.1329
Epoch 1/2... Discriminator Loss: 0.2233... Generator Loss: 2.6979
Epoch 1/2... Discriminator Loss: 0.5634... Generator Loss: 1.5457
Epoch 1/2... Discriminator Loss: 0.2216... Generator Loss: 2.8873
Epoch 1/2... Discriminator Loss: 0.3954... Generator Loss: 3.3739
Epoch 1/2... Discriminator Loss: 0.8087... Generator Loss: 1.9499
Epoch 1/2... Discriminator Loss: 0.7206... Generator Loss: 1.2421
Epoch 1/2... Discriminator Loss: 0.1777... Generator Loss: 2.8572
Epoch 1/2... Discriminator Loss: 0.3394... Generator Loss: 2.0597
Epoch 1/2... Discriminator Loss: 0.3508... Generator Loss: 2.3324
Epoch 1/2... Discriminator Loss: 0.5806... Generator Loss: 1.1095
Epoch 1/2... Discriminator Loss: 0.3481... Generator Loss: 1.9966
Epoch 1/2... Discriminator Loss: 0.5020... Generator Loss: 1.6538
Epoch 1/2... Discriminator Loss: 0.4026... Generator Loss: 1.9716
Epoch 1/2... Discriminator Loss: 1.2705... Generator Loss: 0.5032
Epoch 1/2... Discriminator Loss: 0.5681... Generator Loss: 1.6398
Epoch 1/2... Discriminator Loss: 0.4090... Generator Loss: 1.6871
Epoch 1/2... Discriminator Loss: 0.6334... Generator Loss: 1.3123
Epoch 1/2... Discriminator Loss: 0.6909... Generator Loss: 1.4262
Epoch 1/2... Discriminator Loss: 0.7230... Generator Loss: 0.9736
Epoch 1/2... Discriminator Loss: 0.4802... Generator Loss: 1.9375
Epoch 1/2... Discriminator Loss: 0.6226... Generator Loss: 1.5989
Epoch 1/2... Discriminator Loss: 0.7485... Generator Loss: 1.0178
Epoch 1/2... Discriminator Loss: 0.6252... Generator Loss: 1.3388
Epoch 1/2... Discriminator Loss: 0.7037... Generator Loss: 1.2073
Epoch 1/2... Discriminator Loss: 0.7713... Generator Loss: 1.1175
Epoch 1/2... Discriminator Loss: 1.1418... Generator Loss: 0.6229
Epoch 1/2... Discriminator Loss: 0.5027... Generator Loss: 1.5234
Epoch 1/2... Discriminator Loss: 0.5828... Generator Loss: 1.5218
Epoch 1/2... Discriminator Loss: 0.8245... Generator Loss: 0.9756
Epoch 1/2... Discriminator Loss: 0.5233... Generator Loss: 2.3749
Epoch 1/2... Discriminator Loss: 0.5813... Generator Loss: 1.5400
Epoch 1/2... Discriminator Loss: 0.7432... Generator Loss: 2.0472
Epoch 1/2... Discriminator Loss: 0.6155... Generator Loss: 1.7938
Epoch 1/2... Discriminator Loss: 0.5264... Generator Loss: 1.7450
Epoch 1/2... Discriminator Loss: 0.7055... Generator Loss: 1.0358
Epoch 1/2... Discriminator Loss: 0.5994... Generator Loss: 1.1604
Epoch 1/2... Discriminator Loss: 1.3137... Generator Loss: 3.3720
Epoch 1/2... Discriminator Loss: 0.4423... Generator Loss: 1.9168
Epoch 1/2... Discriminator Loss: 0.8502... Generator Loss: 0.8909
Epoch 1/2... Discriminator Loss: 0.8640... Generator Loss: 0.9138
Epoch 1/2... Discriminator Loss: 0.6303... Generator Loss: 2.3660
Epoch 1/2... Discriminator Loss: 1.2057... Generator Loss: 0.4886
Epoch 1/2... Discriminator Loss: 0.6014... Generator Loss: 1.4516
Epoch 1/2... Discriminator Loss: 0.6876... Generator Loss: 1.2778
Epoch 1/2... Discriminator Loss: 0.9122... Generator Loss: 2.3093
Epoch 1/2... Discriminator Loss: 0.6890... Generator Loss: 2.0483
Epoch 1/2... Discriminator Loss: 1.1585... Generator Loss: 0.5918
Epoch 1/2... Discriminator Loss: 1.0573... Generator Loss: 0.6945
Epoch 1/2... Discriminator Loss: 0.6890... Generator Loss: 0.9717
Epoch 1/2... Discriminator Loss: 0.8229... Generator Loss: 0.7912
Epoch 1/2... Discriminator Loss: 0.9013... Generator Loss: 2.8384
Epoch 1/2... Discriminator Loss: 0.8422... Generator Loss: 0.8448
Epoch 1/2... Discriminator Loss: 0.6051... Generator Loss: 1.2975
Epoch 1/2... Discriminator Loss: 0.7736... Generator Loss: 2.0351
Epoch 1/2... Discriminator Loss: 0.6947... Generator Loss: 1.5050
Epoch 1/2... Discriminator Loss: 0.5370... Generator Loss: 1.6397
Epoch 1/2... Discriminator Loss: 0.6471... Generator Loss: 1.3094
Epoch 1/2... Discriminator Loss: 0.8108... Generator Loss: 0.8501
Epoch 1/2... Discriminator Loss: 0.5663... Generator Loss: 1.6105
Epoch 1/2... Discriminator Loss: 0.7496... Generator Loss: 1.2626
Epoch 1/2... Discriminator Loss: 0.7380... Generator Loss: 1.4728
Epoch 1/2... Discriminator Loss: 0.8848... Generator Loss: 1.1061
Epoch 1/2... Discriminator Loss: 0.5729... Generator Loss: 1.3077
Epoch 1/2... Discriminator Loss: 0.7578... Generator Loss: 2.3863
Epoch 1/2... Discriminator Loss: 0.5826... Generator Loss: 1.6981
Epoch 1/2... Discriminator Loss: 0.6498... Generator Loss: 1.1236
Epoch 1/2... Discriminator Loss: 0.8783... Generator Loss: 0.8008
Epoch 1/2... Discriminator Loss: 0.8013... Generator Loss: 1.4337
Epoch 1/2... Discriminator Loss: 0.5564... Generator Loss: 1.4470
Epoch 1/2... Discriminator Loss: 0.5528... Generator Loss: 1.7754
Epoch 1/2... Discriminator Loss: 0.7603... Generator Loss: 0.8910
Epoch 1/2... Discriminator Loss: 0.7706... Generator Loss: 1.4390
Epoch 1/2... Discriminator Loss: 0.7083... Generator Loss: 1.2957
Epoch 1/2... Discriminator Loss: 0.6127... Generator Loss: 1.2259
Epoch 1/2... Discriminator Loss: 0.6930... Generator Loss: 1.1082
Epoch 1/2... Discriminator Loss: 0.6797... Generator Loss: 1.2313
Epoch 1/2... Discriminator Loss: 0.9731... Generator Loss: 0.7667
Epoch 1/2... Discriminator Loss: 1.0962... Generator Loss: 0.6395
Epoch 1/2... Discriminator Loss: 1.0726... Generator Loss: 2.9238
Epoch 1/2... Discriminator Loss: 0.9785... Generator Loss: 1.0125
Epoch 1/2... Discriminator Loss: 0.7395... Generator Loss: 1.3162
Epoch 1/2... Discriminator Loss: 0.6646... Generator Loss: 1.3398
Epoch 1/2... Discriminator Loss: 1.0117... Generator Loss: 0.6880
Epoch 1/2... Discriminator Loss: 0.8471... Generator Loss: 1.1203
Epoch 1/2... Discriminator Loss: 0.5904... Generator Loss: 1.4949
Epoch 1/2... Discriminator Loss: 0.8196... Generator Loss: 0.9030
Epoch 1/2... Discriminator Loss: 0.8489... Generator Loss: 1.0392
Epoch 1/2... Discriminator Loss: 0.6729... Generator Loss: 1.3139
Epoch 1/2... Discriminator Loss: 1.0810... Generator Loss: 2.3709
Epoch 1/2... Discriminator Loss: 0.8561... Generator Loss: 0.8925
Epoch 1/2... Discriminator Loss: 1.0036... Generator Loss: 0.6807
Epoch 1/2... Discriminator Loss: 0.7617... Generator Loss: 1.3799
Epoch 1/2... Discriminator Loss: 0.9691... Generator Loss: 0.6960
Epoch 1/2... Discriminator Loss: 0.9956... Generator Loss: 0.6073
Epoch 1/2... Discriminator Loss: 0.8638... Generator Loss: 1.2238
Epoch 1/2... Discriminator Loss: 0.8275... Generator Loss: 1.0575
Epoch 1/2... Discriminator Loss: 0.8456... Generator Loss: 0.9206
Epoch 1/2... Discriminator Loss: 0.9256... Generator Loss: 0.6838
Epoch 1/2... Discriminator Loss: 0.7068... Generator Loss: 1.4195
Epoch 1/2... Discriminator Loss: 1.2316... Generator Loss: 0.5738
Epoch 2/2... Discriminator Loss: 1.4318... Generator Loss: 0.3796
Epoch 2/2... Discriminator Loss: 0.8219... Generator Loss: 1.6276
Epoch 2/2... Discriminator Loss: 0.7849... Generator Loss: 1.0878
Epoch 2/2... Discriminator Loss: 0.5864... Generator Loss: 1.5180
Epoch 2/2... Discriminator Loss: 0.6388... Generator Loss: 1.7229
Epoch 2/2... Discriminator Loss: 0.7353... Generator Loss: 1.0920
Epoch 2/2... Discriminator Loss: 0.5156... Generator Loss: 1.6031
Epoch 2/2... Discriminator Loss: 0.8061... Generator Loss: 1.1965
Epoch 2/2... Discriminator Loss: 0.7111... Generator Loss: 1.2482
Epoch 2/2... Discriminator Loss: 1.1210... Generator Loss: 1.6680
Epoch 2/2... Discriminator Loss: 0.9469... Generator Loss: 2.1562
Epoch 2/2... Discriminator Loss: 1.1873... Generator Loss: 0.5758
Epoch 2/2... Discriminator Loss: 0.8371... Generator Loss: 0.8821
Epoch 2/2... Discriminator Loss: 0.8018... Generator Loss: 1.0993
Epoch 2/2... Discriminator Loss: 1.0265... Generator Loss: 0.6376
Epoch 2/2... Discriminator Loss: 0.7301... Generator Loss: 2.5011
Epoch 2/2... Discriminator Loss: 0.7118... Generator Loss: 1.2015
Epoch 2/2... Discriminator Loss: 1.7799... Generator Loss: 0.2847
Epoch 2/2... Discriminator Loss: 1.2987... Generator Loss: 0.4590
Epoch 2/2... Discriminator Loss: 0.7484... Generator Loss: 1.4253
Epoch 2/2... Discriminator Loss: 0.8481... Generator Loss: 0.9633
Epoch 2/2... Discriminator Loss: 0.8793... Generator Loss: 0.9893
Epoch 2/2... Discriminator Loss: 1.0864... Generator Loss: 0.6213
Epoch 2/2... Discriminator Loss: 0.7995... Generator Loss: 1.1015
Epoch 2/2... Discriminator Loss: 0.8823... Generator Loss: 1.2381
Epoch 2/2... Discriminator Loss: 0.8081... Generator Loss: 1.2434
Epoch 2/2... Discriminator Loss: 1.0716... Generator Loss: 0.6460
Epoch 2/2... Discriminator Loss: 1.1388... Generator Loss: 0.4944
Epoch 2/2... Discriminator Loss: 1.8609... Generator Loss: 2.9474
Epoch 2/2... Discriminator Loss: 0.8116... Generator Loss: 0.9352
Epoch 2/2... Discriminator Loss: 1.0596... Generator Loss: 0.7729
Epoch 2/2... Discriminator Loss: 0.7927... Generator Loss: 0.9829
Epoch 2/2... Discriminator Loss: 1.0491... Generator Loss: 0.7875
Epoch 2/2... Discriminator Loss: 0.7559... Generator Loss: 1.0459
Epoch 2/2... Discriminator Loss: 0.9727... Generator Loss: 1.9989
Epoch 2/2... Discriminator Loss: 0.7631... Generator Loss: 1.2507
Epoch 2/2... Discriminator Loss: 0.8019... Generator Loss: 0.9649
Epoch 2/2... Discriminator Loss: 0.7906... Generator Loss: 1.0426
Epoch 2/2... Discriminator Loss: 1.4498... Generator Loss: 0.4080
Epoch 2/2... Discriminator Loss: 1.0322... Generator Loss: 0.7145
Epoch 2/2... Discriminator Loss: 1.1210... Generator Loss: 0.6043
Epoch 2/2... Discriminator Loss: 0.9796... Generator Loss: 0.9519
Epoch 2/2... Discriminator Loss: 0.8118... Generator Loss: 0.8956
Epoch 2/2... Discriminator Loss: 1.0690... Generator Loss: 0.6970
Epoch 2/2... Discriminator Loss: 0.9130... Generator Loss: 0.7908
Epoch 2/2... Discriminator Loss: 0.7728... Generator Loss: 1.0100
Epoch 2/2... Discriminator Loss: 0.6687... Generator Loss: 1.9801
Epoch 2/2... Discriminator Loss: 0.6027... Generator Loss: 1.2432
Epoch 2/2... Discriminator Loss: 1.1926... Generator Loss: 0.6148
Epoch 2/2... Discriminator Loss: 0.6776... Generator Loss: 1.5863
Epoch 2/2... Discriminator Loss: 0.6745... Generator Loss: 1.7213
Epoch 2/2... Discriminator Loss: 0.8856... Generator Loss: 0.9076
Epoch 2/2... Discriminator Loss: 1.1055... Generator Loss: 0.5692
Epoch 2/2... Discriminator Loss: 0.8597... Generator Loss: 0.8576
Epoch 2/2... Discriminator Loss: 0.7898... Generator Loss: 0.9221
Epoch 2/2... Discriminator Loss: 1.4968... Generator Loss: 0.3801
Epoch 2/2... Discriminator Loss: 1.0412... Generator Loss: 1.6287
Epoch 2/2... Discriminator Loss: 0.7034... Generator Loss: 1.1877
Epoch 2/2... Discriminator Loss: 0.8819... Generator Loss: 0.7210
Epoch 2/2... Discriminator Loss: 0.8674... Generator Loss: 0.9007
Epoch 2/2... Discriminator Loss: 0.7382... Generator Loss: 1.3775
Epoch 2/2... Discriminator Loss: 1.6307... Generator Loss: 0.3086
Epoch 2/2... Discriminator Loss: 1.1849... Generator Loss: 0.4853
Epoch 2/2... Discriminator Loss: 1.2639... Generator Loss: 0.4573
Epoch 2/2... Discriminator Loss: 0.5975... Generator Loss: 1.5733
Epoch 2/2... Discriminator Loss: 1.6649... Generator Loss: 0.3304
Epoch 2/2... Discriminator Loss: 0.8116... Generator Loss: 0.8798
Epoch 2/2... Discriminator Loss: 1.0111... Generator Loss: 1.8833
Epoch 2/2... Discriminator Loss: 0.7963... Generator Loss: 1.1481
Epoch 2/2... Discriminator Loss: 0.5230... Generator Loss: 1.5526
Epoch 2/2... Discriminator Loss: 1.1198... Generator Loss: 0.5655
Epoch 2/2... Discriminator Loss: 0.8186... Generator Loss: 1.0308
Epoch 2/2... Discriminator Loss: 1.2836... Generator Loss: 0.4337
Epoch 2/2... Discriminator Loss: 0.8806... Generator Loss: 0.8975
Epoch 2/2... Discriminator Loss: 1.1412... Generator Loss: 0.5754
Epoch 2/2... Discriminator Loss: 1.1771... Generator Loss: 0.5534
Epoch 2/2... Discriminator Loss: 0.8326... Generator Loss: 1.1017
Epoch 2/2... Discriminator Loss: 0.6536... Generator Loss: 1.2675
Epoch 2/2... Discriminator Loss: 0.8213... Generator Loss: 0.9774
Epoch 2/2... Discriminator Loss: 0.9929... Generator Loss: 0.7819
Epoch 2/2... Discriminator Loss: 1.0130... Generator Loss: 2.0957
Epoch 2/2... Discriminator Loss: 0.9832... Generator Loss: 0.6692
Epoch 2/2... Discriminator Loss: 0.5494... Generator Loss: 1.4185
Epoch 2/2... Discriminator Loss: 0.6808... Generator Loss: 1.3672
Epoch 2/2... Discriminator Loss: 0.7745... Generator Loss: 1.3365
Epoch 2/2... Discriminator Loss: 0.9277... Generator Loss: 1.0424
Epoch 2/2... Discriminator Loss: 0.9514... Generator Loss: 0.6422
Epoch 2/2... Discriminator Loss: 0.8238... Generator Loss: 1.1624
Epoch 2/2... Discriminator Loss: 2.8506... Generator Loss: 4.6963
Epoch 2/2... Discriminator Loss: 1.3289... Generator Loss: 0.5137
Epoch 2/2... Discriminator Loss: 0.7824... Generator Loss: 1.0897
Epoch 2/2... Discriminator Loss: 0.6117... Generator Loss: 1.3677
Epoch 2/2... Discriminator Loss: 0.7032... Generator Loss: 1.6752
Epoch 2/2... Discriminator Loss: 0.9548... Generator Loss: 1.9263
Epoch 2/2... Discriminator Loss: 0.5655... Generator Loss: 1.5233
Epoch 2/2... Discriminator Loss: 0.7051... Generator Loss: 1.4780
Epoch 2/2... Discriminator Loss: 0.7709... Generator Loss: 0.8853
Epoch 2/2... Discriminator Loss: 1.2610... Generator Loss: 2.6943
Epoch 2/2... Discriminator Loss: 0.8558... Generator Loss: 0.7802
Epoch 2/2... Discriminator Loss: 0.8790... Generator Loss: 1.2416
Epoch 2/2... Discriminator Loss: 0.7424... Generator Loss: 0.9529
Epoch 2/2... Discriminator Loss: 1.2349... Generator Loss: 2.5700
Epoch 2/2... Discriminator Loss: 0.8782... Generator Loss: 0.9267
Epoch 2/2... Discriminator Loss: 0.8362... Generator Loss: 0.9055
Epoch 2/2... Discriminator Loss: 0.6709... Generator Loss: 1.1874
Epoch 2/2... Discriminator Loss: 1.0851... Generator Loss: 2.0109
Epoch 2/2... Discriminator Loss: 1.0669... Generator Loss: 0.6635
Epoch 2/2... Discriminator Loss: 0.9455... Generator Loss: 0.7142
Epoch 2/2... Discriminator Loss: 0.7716... Generator Loss: 0.9154
Epoch 2/2... Discriminator Loss: 0.6322... Generator Loss: 1.2930
Epoch 2/2... Discriminator Loss: 0.9385... Generator Loss: 0.7828
Epoch 2/2... Discriminator Loss: 0.7766... Generator Loss: 1.7524
Epoch 2/2... Discriminator Loss: 0.7629... Generator Loss: 0.9077
Epoch 2/2... Discriminator Loss: 0.6478... Generator Loss: 1.3825
Epoch 2/2... Discriminator Loss: 1.0865... Generator Loss: 0.6234
Epoch 2/2... Discriminator Loss: 0.7835... Generator Loss: 0.8500
Epoch 2/2... Discriminator Loss: 0.5831... Generator Loss: 1.6510
Epoch 2/2... Discriminator Loss: 0.8279... Generator Loss: 0.9755
Epoch 2/2... Discriminator Loss: 1.1986... Generator Loss: 0.4312
Epoch 2/2... Discriminator Loss: 1.1423... Generator Loss: 0.5602
Epoch 2/2... Discriminator Loss: 0.6614... Generator Loss: 1.5706
Epoch 2/2... Discriminator Loss: 0.7599... Generator Loss: 0.9980
Epoch 2/2... Discriminator Loss: 0.7676... Generator Loss: 0.9618
Epoch 2/2... Discriminator Loss: 0.9673... Generator Loss: 0.8446
Epoch 2/2... Discriminator Loss: 0.7737... Generator Loss: 1.0079
Epoch 2/2... Discriminator Loss: 0.9864... Generator Loss: 0.6876
Epoch 2/2... Discriminator Loss: 0.5471... Generator Loss: 1.3605
Epoch 2/2... Discriminator Loss: 0.9058... Generator Loss: 0.7484
Epoch 2/2... Discriminator Loss: 0.4619... Generator Loss: 2.1489
Epoch 2/2... Discriminator Loss: 1.2848... Generator Loss: 0.4415
Epoch 2/2... Discriminator Loss: 3.1061... Generator Loss: 4.4749
Epoch 2/2... Discriminator Loss: 1.6675... Generator Loss: 0.3393
Epoch 2/2... Discriminator Loss: 0.7173... Generator Loss: 1.0559
Epoch 2/2... Discriminator Loss: 0.9542... Generator Loss: 0.8855
Epoch 2/2... Discriminator Loss: 1.1849... Generator Loss: 0.4695
Epoch 2/2... Discriminator Loss: 0.8686... Generator Loss: 0.7955
Epoch 2/2... Discriminator Loss: 0.7426... Generator Loss: 1.4340
Epoch 2/2... Discriminator Loss: 0.6212... Generator Loss: 1.3119
Epoch 2/2... Discriminator Loss: 0.6810... Generator Loss: 1.1835
Epoch 2/2... Discriminator Loss: 0.8740... Generator Loss: 0.7955
Epoch 2/2... Discriminator Loss: 0.5855... Generator Loss: 1.3036
Epoch 2/2... Discriminator Loss: 0.7756... Generator Loss: 1.0807
Epoch 2/2... Discriminator Loss: 1.3474... Generator Loss: 0.4266
Epoch 2/2... Discriminator Loss: 0.6372... Generator Loss: 1.2405
Epoch 2/2... Discriminator Loss: 0.6673... Generator Loss: 1.4167
Epoch 2/2... Discriminator Loss: 0.6393... Generator Loss: 1.2201
Epoch 2/2... Discriminator Loss: 0.5988... Generator Loss: 1.5758
Epoch 2/2... Discriminator Loss: 0.6306... Generator Loss: 1.2914
Epoch 2/2... Discriminator Loss: 0.6690... Generator Loss: 1.3975
Epoch 2/2... Discriminator Loss: 0.6132... Generator Loss: 1.1035
Epoch 2/2... Discriminator Loss: 0.4813... Generator Loss: 1.7633
Epoch 2/2... Discriminator Loss: 0.9168... Generator Loss: 0.6937
Epoch 2/2... Discriminator Loss: 0.7511... Generator Loss: 0.8575
Epoch 2/2... Discriminator Loss: 1.7038... Generator Loss: 0.2925
Epoch 2/2... Discriminator Loss: 1.1709... Generator Loss: 0.9366
Epoch 2/2... Discriminator Loss: 0.7874... Generator Loss: 1.2027
Epoch 2/2... Discriminator Loss: 0.4881... Generator Loss: 1.5703
Epoch 2/2... Discriminator Loss: 0.8300... Generator Loss: 0.8465
Epoch 2/2... Discriminator Loss: 0.4679... Generator Loss: 1.5371
Epoch 2/2... Discriminator Loss: 1.0485... Generator Loss: 0.7786
Epoch 2/2... Discriminator Loss: 0.8324... Generator Loss: 0.9463
Epoch 2/2... Discriminator Loss: 0.6471... Generator Loss: 1.1307
Epoch 2/2... Discriminator Loss: 0.6494... Generator Loss: 1.2332
Epoch 2/2... Discriminator Loss: 0.7044... Generator Loss: 1.2244
Epoch 2/2... Discriminator Loss: 0.4940... Generator Loss: 1.4081
Epoch 2/2... Discriminator Loss: 1.2925... Generator Loss: 0.4352
Epoch 2/2... Discriminator Loss: 0.6943... Generator Loss: 0.8930
Epoch 2/2... Discriminator Loss: 0.6027... Generator Loss: 1.1756
Epoch 2/2... Discriminator Loss: 0.4621... Generator Loss: 1.7041
Epoch 2/2... Discriminator Loss: 0.6776... Generator Loss: 1.3022
Epoch 2/2... Discriminator Loss: 1.6325... Generator Loss: 0.2958
Epoch 2/2... Discriminator Loss: 0.8381... Generator Loss: 1.0840
Epoch 2/2... Discriminator Loss: 0.7872... Generator Loss: 0.8860
Epoch 2/2... Discriminator Loss: 0.6797... Generator Loss: 1.9377
Epoch 2/2... Discriminator Loss: 0.6493... Generator Loss: 1.1051
Epoch 2/2... Discriminator Loss: 0.5880... Generator Loss: 1.9482
Epoch 2/2... Discriminator Loss: 0.6699... Generator Loss: 1.0685
Epoch 2/2... Discriminator Loss: 0.9512... Generator Loss: 0.8155
Epoch 2/2... Discriminator Loss: 0.6068... Generator Loss: 1.1780
Epoch 2/2... Discriminator Loss: 0.8302... Generator Loss: 0.8975
Epoch 2/2... Discriminator Loss: 0.6893... Generator Loss: 1.1335
Epoch 2/2... Discriminator Loss: 0.6087... Generator Loss: 2.4055
Epoch 2/2... Discriminator Loss: 1.0103... Generator Loss: 0.6727
Epoch 2/2... Discriminator Loss: 0.6944... Generator Loss: 1.0431
Epoch 2/2... Discriminator Loss: 1.3213... Generator Loss: 0.3847
Epoch 2/2... Discriminator Loss: 1.5807... Generator Loss: 0.3625
Epoch 2/2... Discriminator Loss: 0.9640... Generator Loss: 3.3445
Epoch 2/2... Discriminator Loss: 0.4111... Generator Loss: 2.3597

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [14]:
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 3.7033... Generator Loss: 0.0318
Epoch 1/1... Discriminator Loss: 2.5348... Generator Loss: 0.1351
Epoch 1/1... Discriminator Loss: 1.8695... Generator Loss: 0.3055
Epoch 1/1... Discriminator Loss: 1.1665... Generator Loss: 0.5780
Epoch 1/1... Discriminator Loss: 1.1238... Generator Loss: 0.6555
Epoch 1/1... Discriminator Loss: 0.9074... Generator Loss: 0.8812
Epoch 1/1... Discriminator Loss: 0.7687... Generator Loss: 1.0622
Epoch 1/1... Discriminator Loss: 0.6005... Generator Loss: 1.2326
Epoch 1/1... Discriminator Loss: 0.7973... Generator Loss: 1.0380
Epoch 1/1... Discriminator Loss: 0.6982... Generator Loss: 1.1008
Epoch 1/1... Discriminator Loss: 0.5900... Generator Loss: 1.7449
Epoch 1/1... Discriminator Loss: 0.2447... Generator Loss: 1.9087
Epoch 1/1... Discriminator Loss: 0.7809... Generator Loss: 1.2513
Epoch 1/1... Discriminator Loss: 2.3360... Generator Loss: 0.4322
Epoch 1/1... Discriminator Loss: 0.8837... Generator Loss: 0.9968
Epoch 1/1... Discriminator Loss: 0.7380... Generator Loss: 1.3784
Epoch 1/1... Discriminator Loss: 0.6965... Generator Loss: 1.1890
Epoch 1/1... Discriminator Loss: 0.3716... Generator Loss: 1.7176
Epoch 1/1... Discriminator Loss: 0.7907... Generator Loss: 1.3519
Epoch 1/1... Discriminator Loss: 0.4453... Generator Loss: 1.8829
Epoch 1/1... Discriminator Loss: 0.6022... Generator Loss: 1.5878
Epoch 1/1... Discriminator Loss: 0.4442... Generator Loss: 1.8220
Epoch 1/1... Discriminator Loss: 0.4360... Generator Loss: 1.6538
Epoch 1/1... Discriminator Loss: 0.6047... Generator Loss: 1.2500
Epoch 1/1... Discriminator Loss: 1.2646... Generator Loss: 0.8576
Epoch 1/1... Discriminator Loss: 0.8981... Generator Loss: 1.1963
Epoch 1/1... Discriminator Loss: 1.0254... Generator Loss: 1.0579
Epoch 1/1... Discriminator Loss: 0.8918... Generator Loss: 1.1022
Epoch 1/1... Discriminator Loss: 0.8680... Generator Loss: 0.8963
Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.2670
Epoch 1/1... Discriminator Loss: 0.7956... Generator Loss: 1.1383
Epoch 1/1... Discriminator Loss: 1.0719... Generator Loss: 0.7022
Epoch 1/1... Discriminator Loss: 0.9035... Generator Loss: 1.0934
Epoch 1/1... Discriminator Loss: 1.0973... Generator Loss: 0.8689
Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.5999
Epoch 1/1... Discriminator Loss: 1.1607... Generator Loss: 0.8089
Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 0.8125
Epoch 1/1... Discriminator Loss: 1.6622... Generator Loss: 0.7095
Epoch 1/1... Discriminator Loss: 1.7503... Generator Loss: 0.9369
Epoch 1/1... Discriminator Loss: 1.0812... Generator Loss: 1.0197
Epoch 1/1... Discriminator Loss: 1.2761... Generator Loss: 0.8171
Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 1.2774
Epoch 1/1... Discriminator Loss: 0.6128... Generator Loss: 1.1995
Epoch 1/1... Discriminator Loss: 1.3460... Generator Loss: 0.6909
Epoch 1/1... Discriminator Loss: 0.9205... Generator Loss: 1.0422
Epoch 1/1... Discriminator Loss: 0.9920... Generator Loss: 1.0704
Epoch 1/1... Discriminator Loss: 1.0397... Generator Loss: 0.8616
Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 0.8254
Epoch 1/1... Discriminator Loss: 1.4094... Generator Loss: 0.7967
Epoch 1/1... Discriminator Loss: 0.7219... Generator Loss: 1.2415
Epoch 1/1... Discriminator Loss: 0.7617... Generator Loss: 1.3555
Epoch 1/1... Discriminator Loss: 0.6525... Generator Loss: 1.3639
Epoch 1/1... Discriminator Loss: 1.1752... Generator Loss: 1.0185
Epoch 1/1... Discriminator Loss: 0.4837... Generator Loss: 1.5318
Epoch 1/1... Discriminator Loss: 0.6858... Generator Loss: 1.5950
Epoch 1/1... Discriminator Loss: 0.8731... Generator Loss: 0.9615
Epoch 1/1... Discriminator Loss: 1.1443... Generator Loss: 1.2196
Epoch 1/1... Discriminator Loss: 0.9818... Generator Loss: 0.8106
Epoch 1/1... Discriminator Loss: 1.2349... Generator Loss: 1.7881
Epoch 1/1... Discriminator Loss: 0.9327... Generator Loss: 0.7894
Epoch 1/1... Discriminator Loss: 0.6192... Generator Loss: 1.6264
Epoch 1/1... Discriminator Loss: 0.4996... Generator Loss: 1.7771
Epoch 1/1... Discriminator Loss: 0.9401... Generator Loss: 0.7188
Epoch 1/1... Discriminator Loss: 0.9689... Generator Loss: 1.0691
Epoch 1/1... Discriminator Loss: 1.0765... Generator Loss: 1.3949
Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 0.6810
Epoch 1/1... Discriminator Loss: 1.2355... Generator Loss: 0.8974
Epoch 1/1... Discriminator Loss: 1.2017... Generator Loss: 0.5470
Epoch 1/1... Discriminator Loss: 0.6935... Generator Loss: 1.3324
Epoch 1/1... Discriminator Loss: 0.7371... Generator Loss: 1.1343
Epoch 1/1... Discriminator Loss: 1.1921... Generator Loss: 0.5958
Epoch 1/1... Discriminator Loss: 0.9321... Generator Loss: 0.8434
Epoch 1/1... Discriminator Loss: 0.7004... Generator Loss: 1.8262
Epoch 1/1... Discriminator Loss: 0.7692... Generator Loss: 1.6919
Epoch 1/1... Discriminator Loss: 0.6627... Generator Loss: 1.0945
Epoch 1/1... Discriminator Loss: 1.4496... Generator Loss: 2.1337
Epoch 1/1... Discriminator Loss: 0.4180... Generator Loss: 1.4531
Epoch 1/1... Discriminator Loss: 0.3138... Generator Loss: 2.1520
Epoch 1/1... Discriminator Loss: 1.5546... Generator Loss: 0.2958
Epoch 1/1... Discriminator Loss: 1.0238... Generator Loss: 0.9172
Epoch 1/1... Discriminator Loss: 0.5900... Generator Loss: 1.4179
Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 1.7864
Epoch 1/1... Discriminator Loss: 1.4883... Generator Loss: 0.3749
Epoch 1/1... Discriminator Loss: 0.2151... Generator Loss: 2.5192
Epoch 1/1... Discriminator Loss: 0.4868... Generator Loss: 1.3757
Epoch 1/1... Discriminator Loss: 0.1340... Generator Loss: 4.0839
Epoch 1/1... Discriminator Loss: 0.2224... Generator Loss: 3.3631
Epoch 1/1... Discriminator Loss: 0.8496... Generator Loss: 0.8906
Epoch 1/1... Discriminator Loss: 0.6418... Generator Loss: 1.2293
Epoch 1/1... Discriminator Loss: 0.3642... Generator Loss: 2.7582
Epoch 1/1... Discriminator Loss: 0.3739... Generator Loss: 2.4359
Epoch 1/1... Discriminator Loss: 0.4897... Generator Loss: 2.5011
Epoch 1/1... Discriminator Loss: 0.5966... Generator Loss: 1.1133
Epoch 1/1... Discriminator Loss: 0.4461... Generator Loss: 2.6526
Epoch 1/1... Discriminator Loss: 0.4897... Generator Loss: 1.3565
Epoch 1/1... Discriminator Loss: 0.8734... Generator Loss: 0.6451
Epoch 1/1... Discriminator Loss: 0.2051... Generator Loss: 2.0479
Epoch 1/1... Discriminator Loss: 0.5038... Generator Loss: 1.5497
Epoch 1/1... Discriminator Loss: 1.6913... Generator Loss: 0.2254
Epoch 1/1... Discriminator Loss: 0.7613... Generator Loss: 1.4520
Epoch 1/1... Discriminator Loss: 0.2700... Generator Loss: 1.8447
Epoch 1/1... Discriminator Loss: 0.6924... Generator Loss: 0.9736
Epoch 1/1... Discriminator Loss: 0.9640... Generator Loss: 0.6862
Epoch 1/1... Discriminator Loss: 0.6990... Generator Loss: 2.6053
Epoch 1/1... Discriminator Loss: 0.8392... Generator Loss: 1.0635
Epoch 1/1... Discriminator Loss: 0.7131... Generator Loss: 1.1621
Epoch 1/1... Discriminator Loss: 0.1028... Generator Loss: 5.3209
Epoch 1/1... Discriminator Loss: 0.8951... Generator Loss: 0.7922
Epoch 1/1... Discriminator Loss: 0.5571... Generator Loss: 1.9246
Epoch 1/1... Discriminator Loss: 1.5375... Generator Loss: 0.2801
Epoch 1/1... Discriminator Loss: 0.8543... Generator Loss: 2.3075
Epoch 1/1... Discriminator Loss: 0.1559... Generator Loss: 2.7586
Epoch 1/1... Discriminator Loss: 0.0690... Generator Loss: 6.3065
Epoch 1/1... Discriminator Loss: 1.3446... Generator Loss: 0.3553
Epoch 1/1... Discriminator Loss: 1.3703... Generator Loss: 0.4003
Epoch 1/1... Discriminator Loss: 0.3691... Generator Loss: 1.5434
Epoch 1/1... Discriminator Loss: 0.3799... Generator Loss: 2.5651
Epoch 1/1... Discriminator Loss: 0.1963... Generator Loss: 2.1674
Epoch 1/1... Discriminator Loss: 1.0472... Generator Loss: 2.0785
Epoch 1/1... Discriminator Loss: 0.6347... Generator Loss: 1.9259
Epoch 1/1... Discriminator Loss: 0.5774... Generator Loss: 2.1051
Epoch 1/1... Discriminator Loss: 1.0825... Generator Loss: 0.5504
Epoch 1/1... Discriminator Loss: 0.2779... Generator Loss: 3.6470
Epoch 1/1... Discriminator Loss: 0.4401... Generator Loss: 1.3121
Epoch 1/1... Discriminator Loss: 0.1523... Generator Loss: 3.0271
Epoch 1/1... Discriminator Loss: 0.4671... Generator Loss: 1.3831
Epoch 1/1... Discriminator Loss: 0.8913... Generator Loss: 0.7648
Epoch 1/1... Discriminator Loss: 0.3836... Generator Loss: 1.9612
Epoch 1/1... Discriminator Loss: 0.1170... Generator Loss: 4.8830
Epoch 1/1... Discriminator Loss: 0.8539... Generator Loss: 0.6991
Epoch 1/1... Discriminator Loss: 0.1582... Generator Loss: 4.3761
Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.7227
Epoch 1/1... Discriminator Loss: 0.2733... Generator Loss: 1.7627
Epoch 1/1... Discriminator Loss: 0.1328... Generator Loss: 3.6683
Epoch 1/1... Discriminator Loss: 1.2541... Generator Loss: 0.4050
Epoch 1/1... Discriminator Loss: 0.4959... Generator Loss: 1.4453
Epoch 1/1... Discriminator Loss: 0.4087... Generator Loss: 2.3508
Epoch 1/1... Discriminator Loss: 0.2511... Generator Loss: 2.1365
Epoch 1/1... Discriminator Loss: 0.2089... Generator Loss: 2.6073
Epoch 1/1... Discriminator Loss: 0.6077... Generator Loss: 1.8800
Epoch 1/1... Discriminator Loss: 0.1125... Generator Loss: 4.6069
Epoch 1/1... Discriminator Loss: 0.1968... Generator Loss: 4.4116
Epoch 1/1... Discriminator Loss: 0.2378... Generator Loss: 2.7451
Epoch 1/1... Discriminator Loss: 0.8461... Generator Loss: 2.5113
Epoch 1/1... Discriminator Loss: 0.3208... Generator Loss: 1.7372
Epoch 1/1... Discriminator Loss: 0.5458... Generator Loss: 1.0970
Epoch 1/1... Discriminator Loss: 1.3612... Generator Loss: 0.3462
Epoch 1/1... Discriminator Loss: 0.7070... Generator Loss: 3.2017
Epoch 1/1... Discriminator Loss: 0.5117... Generator Loss: 1.4567
Epoch 1/1... Discriminator Loss: 0.3534... Generator Loss: 2.6630
Epoch 1/1... Discriminator Loss: 0.6237... Generator Loss: 1.5545
Epoch 1/1... Discriminator Loss: 0.2678... Generator Loss: 2.8814
Epoch 1/1... Discriminator Loss: 0.9928... Generator Loss: 0.7218
Epoch 1/1... Discriminator Loss: 0.1837... Generator Loss: 2.8188
Epoch 1/1... Discriminator Loss: 0.2069... Generator Loss: 2.2398
Epoch 1/1... Discriminator Loss: 1.9472... Generator Loss: 4.9469
Epoch 1/1... Discriminator Loss: 1.2185... Generator Loss: 0.5746
Epoch 1/1... Discriminator Loss: 0.4196... Generator Loss: 1.9844
Epoch 1/1... Discriminator Loss: 0.4366... Generator Loss: 2.5804
Epoch 1/1... Discriminator Loss: 0.8508... Generator Loss: 0.6351
Epoch 1/1... Discriminator Loss: 0.8646... Generator Loss: 0.8304
Epoch 1/1... Discriminator Loss: 0.5955... Generator Loss: 1.2124
Epoch 1/1... Discriminator Loss: 0.1749... Generator Loss: 3.0056
Epoch 1/1... Discriminator Loss: 0.7750... Generator Loss: 0.8735
Epoch 1/1... Discriminator Loss: 1.2067... Generator Loss: 0.4811
Epoch 1/1... Discriminator Loss: 0.6516... Generator Loss: 1.0745
Epoch 1/1... Discriminator Loss: 0.7059... Generator Loss: 1.0580
Epoch 1/1... Discriminator Loss: 0.7470... Generator Loss: 0.7907
Epoch 1/1... Discriminator Loss: 0.9738... Generator Loss: 0.6040
Epoch 1/1... Discriminator Loss: 0.4401... Generator Loss: 1.5820
Epoch 1/1... Discriminator Loss: 0.4391... Generator Loss: 1.5666
Epoch 1/1... Discriminator Loss: 0.1089... Generator Loss: 3.4178
Epoch 1/1... Discriminator Loss: 0.2782... Generator Loss: 1.9606
Epoch 1/1... Discriminator Loss: 0.0461... Generator Loss: 5.3204
Epoch 1/1... Discriminator Loss: 0.1090... Generator Loss: 3.6751
Epoch 1/1... Discriminator Loss: 0.8577... Generator Loss: 0.9183
Epoch 1/1... Discriminator Loss: 1.3815... Generator Loss: 0.4399
Epoch 1/1... Discriminator Loss: 0.3470... Generator Loss: 4.8887
Epoch 1/1... Discriminator Loss: 1.2257... Generator Loss: 0.4147
Epoch 1/1... Discriminator Loss: 0.6407... Generator Loss: 1.3347
Epoch 1/1... Discriminator Loss: 0.6437... Generator Loss: 0.9865
Epoch 1/1... Discriminator Loss: 0.9110... Generator Loss: 1.9105
Epoch 1/1... Discriminator Loss: 1.0325... Generator Loss: 0.5838
Epoch 1/1... Discriminator Loss: 0.0812... Generator Loss: 4.4516
Epoch 1/1... Discriminator Loss: 0.4847... Generator Loss: 1.6595
Epoch 1/1... Discriminator Loss: 0.1897... Generator Loss: 2.6123
Epoch 1/1... Discriminator Loss: 0.9713... Generator Loss: 1.1915
Epoch 1/1... Discriminator Loss: 0.4102... Generator Loss: 1.5916
Epoch 1/1... Discriminator Loss: 0.1426... Generator Loss: 3.1360
Epoch 1/1... Discriminator Loss: 0.4105... Generator Loss: 2.1490
Epoch 1/1... Discriminator Loss: 0.5732... Generator Loss: 2.0683
Epoch 1/1... Discriminator Loss: 0.3751... Generator Loss: 2.7118
Epoch 1/1... Discriminator Loss: 0.6032... Generator Loss: 1.1455
Epoch 1/1... Discriminator Loss: 0.3980... Generator Loss: 1.6268
Epoch 1/1... Discriminator Loss: 0.4193... Generator Loss: 2.7823
Epoch 1/1... Discriminator Loss: 0.5425... Generator Loss: 1.2963
Epoch 1/1... Discriminator Loss: 0.0815... Generator Loss: 3.4531
Epoch 1/1... Discriminator Loss: 0.4785... Generator Loss: 1.5850
Epoch 1/1... Discriminator Loss: 0.4288... Generator Loss: 2.4759
Epoch 1/1... Discriminator Loss: 0.9089... Generator Loss: 0.7148
Epoch 1/1... Discriminator Loss: 1.0604... Generator Loss: 0.6476
Epoch 1/1... Discriminator Loss: 0.8276... Generator Loss: 0.8318
Epoch 1/1... Discriminator Loss: 0.3900... Generator Loss: 2.5192
Epoch 1/1... Discriminator Loss: 0.4617... Generator Loss: 1.6787
Epoch 1/1... Discriminator Loss: 1.5031... Generator Loss: 0.2898
Epoch 1/1... Discriminator Loss: 0.2729... Generator Loss: 3.8042
Epoch 1/1... Discriminator Loss: 0.2735... Generator Loss: 2.7314
Epoch 1/1... Discriminator Loss: 0.1382... Generator Loss: 3.1293
Epoch 1/1... Discriminator Loss: 0.9778... Generator Loss: 0.5843
Epoch 1/1... Discriminator Loss: 0.1973... Generator Loss: 2.1679
Epoch 1/1... Discriminator Loss: 0.4234... Generator Loss: 1.8570
Epoch 1/1... Discriminator Loss: 2.3201... Generator Loss: 0.1506
Epoch 1/1... Discriminator Loss: 0.4587... Generator Loss: 1.2881
Epoch 1/1... Discriminator Loss: 0.0923... Generator Loss: 4.4201
Epoch 1/1... Discriminator Loss: 0.8923... Generator Loss: 1.0755
Epoch 1/1... Discriminator Loss: 0.4306... Generator Loss: 1.5564
Epoch 1/1... Discriminator Loss: 2.1979... Generator Loss: 0.1555
Epoch 1/1... Discriminator Loss: 1.0718... Generator Loss: 0.4993
Epoch 1/1... Discriminator Loss: 0.2574... Generator Loss: 2.9244
Epoch 1/1... Discriminator Loss: 0.9846... Generator Loss: 0.7984
Epoch 1/1... Discriminator Loss: 0.2004... Generator Loss: 3.2288
Epoch 1/1... Discriminator Loss: 0.1286... Generator Loss: 4.3254
Epoch 1/1... Discriminator Loss: 0.1292... Generator Loss: 2.9694
Epoch 1/1... Discriminator Loss: 1.7039... Generator Loss: 0.2925
Epoch 1/1... Discriminator Loss: 0.7362... Generator Loss: 0.8770
Epoch 1/1... Discriminator Loss: 0.5461... Generator Loss: 1.5733
Epoch 1/1... Discriminator Loss: 0.1429... Generator Loss: 3.2356
Epoch 1/1... Discriminator Loss: 0.6329... Generator Loss: 1.4520
Epoch 1/1... Discriminator Loss: 0.7678... Generator Loss: 0.8970
Epoch 1/1... Discriminator Loss: 0.4095... Generator Loss: 1.5185
Epoch 1/1... Discriminator Loss: 0.3977... Generator Loss: 2.0817
Epoch 1/1... Discriminator Loss: 1.5733... Generator Loss: 0.3020
Epoch 1/1... Discriminator Loss: 0.5965... Generator Loss: 1.6288
Epoch 1/1... Discriminator Loss: 0.6313... Generator Loss: 6.4745
Epoch 1/1... Discriminator Loss: 0.4947... Generator Loss: 1.4639
Epoch 1/1... Discriminator Loss: 0.0923... Generator Loss: 3.4491
Epoch 1/1... Discriminator Loss: 0.6381... Generator Loss: 1.3250
Epoch 1/1... Discriminator Loss: 0.1023... Generator Loss: 4.5348
Epoch 1/1... Discriminator Loss: 0.6236... Generator Loss: 1.0063
Epoch 1/1... Discriminator Loss: 0.5935... Generator Loss: 1.0877
Epoch 1/1... Discriminator Loss: 0.6294... Generator Loss: 1.3618
Epoch 1/1... Discriminator Loss: 0.4111... Generator Loss: 1.9002
Epoch 1/1... Discriminator Loss: 0.2620... Generator Loss: 2.1071
Epoch 1/1... Discriminator Loss: 0.1479... Generator Loss: 3.3060
Epoch 1/1... Discriminator Loss: 1.3786... Generator Loss: 0.4463
Epoch 1/1... Discriminator Loss: 0.7785... Generator Loss: 1.5790
Epoch 1/1... Discriminator Loss: 0.3500... Generator Loss: 1.9551
Epoch 1/1... Discriminator Loss: 0.7634... Generator Loss: 1.8503
Epoch 1/1... Discriminator Loss: 0.3925... Generator Loss: 1.6653
Epoch 1/1... Discriminator Loss: 0.3695... Generator Loss: 2.6013
Epoch 1/1... Discriminator Loss: 0.6302... Generator Loss: 1.4804
Epoch 1/1... Discriminator Loss: 0.4881... Generator Loss: 1.2438
Epoch 1/1... Discriminator Loss: 0.2229... Generator Loss: 3.1637
Epoch 1/1... Discriminator Loss: 0.7678... Generator Loss: 0.8261
Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 3.7698
Epoch 1/1... Discriminator Loss: 0.1708... Generator Loss: 3.9347
Epoch 1/1... Discriminator Loss: 0.4650... Generator Loss: 1.2198
Epoch 1/1... Discriminator Loss: 0.9019... Generator Loss: 0.6998
Epoch 1/1... Discriminator Loss: 0.2889... Generator Loss: 1.7620
Epoch 1/1... Discriminator Loss: 0.8674... Generator Loss: 0.7346
Epoch 1/1... Discriminator Loss: 0.5679... Generator Loss: 2.1180
Epoch 1/1... Discriminator Loss: 0.2183... Generator Loss: 2.5329
Epoch 1/1... Discriminator Loss: 1.1799... Generator Loss: 0.5156
Epoch 1/1... Discriminator Loss: 0.5303... Generator Loss: 1.7074
Epoch 1/1... Discriminator Loss: 0.6757... Generator Loss: 0.9542
Epoch 1/1... Discriminator Loss: 1.6036... Generator Loss: 0.2714
Epoch 1/1... Discriminator Loss: 0.3907... Generator Loss: 3.1608
Epoch 1/1... Discriminator Loss: 1.1881... Generator Loss: 0.4838
Epoch 1/1... Discriminator Loss: 0.3290... Generator Loss: 1.8590
Epoch 1/1... Discriminator Loss: 0.1547... Generator Loss: 3.4258
Epoch 1/1... Discriminator Loss: 0.6037... Generator Loss: 1.7257
Epoch 1/1... Discriminator Loss: 0.3304... Generator Loss: 1.7340
Epoch 1/1... Discriminator Loss: 0.4862... Generator Loss: 1.4682
Epoch 1/1... Discriminator Loss: 0.4819... Generator Loss: 2.3859
Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 1.1877
Epoch 1/1... Discriminator Loss: 0.6194... Generator Loss: 1.1047
Epoch 1/1... Discriminator Loss: 0.7340... Generator Loss: 1.6201
Epoch 1/1... Discriminator Loss: 0.4460... Generator Loss: 1.5510
Epoch 1/1... Discriminator Loss: 0.7775... Generator Loss: 0.9066
Epoch 1/1... Discriminator Loss: 0.5092... Generator Loss: 1.2373
Epoch 1/1... Discriminator Loss: 0.8704... Generator Loss: 2.0393
Epoch 1/1... Discriminator Loss: 0.8827... Generator Loss: 1.6384
Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 1.6492
Epoch 1/1... Discriminator Loss: 0.6910... Generator Loss: 1.4710
Epoch 1/1... Discriminator Loss: 0.4126... Generator Loss: 1.7269
Epoch 1/1... Discriminator Loss: 0.3973... Generator Loss: 1.9936
Epoch 1/1... Discriminator Loss: 1.6302... Generator Loss: 3.3329
Epoch 1/1... Discriminator Loss: 1.2699... Generator Loss: 0.5712
Epoch 1/1... Discriminator Loss: 0.5818... Generator Loss: 2.4564
Epoch 1/1... Discriminator Loss: 0.0991... Generator Loss: 3.1561
Epoch 1/1... Discriminator Loss: 0.6753... Generator Loss: 1.2157
Epoch 1/1... Discriminator Loss: 0.2245... Generator Loss: 3.6407
Epoch 1/1... Discriminator Loss: 0.5062... Generator Loss: 1.5521
Epoch 1/1... Discriminator Loss: 1.0890... Generator Loss: 2.3944
Epoch 1/1... Discriminator Loss: 0.7110... Generator Loss: 1.1610
Epoch 1/1... Discriminator Loss: 1.1208... Generator Loss: 0.5086
Epoch 1/1... Discriminator Loss: 0.7568... Generator Loss: 1.7594
Epoch 1/1... Discriminator Loss: 0.5515... Generator Loss: 2.9768
Epoch 1/1... Discriminator Loss: 0.6770... Generator Loss: 0.9899
Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 0.6965
Epoch 1/1... Discriminator Loss: 1.3005... Generator Loss: 0.5417
Epoch 1/1... Discriminator Loss: 0.7210... Generator Loss: 1.6555
Epoch 1/1... Discriminator Loss: 0.6008... Generator Loss: 1.8498
Epoch 1/1... Discriminator Loss: 0.5826... Generator Loss: 1.3365
Epoch 1/1... Discriminator Loss: 1.1917... Generator Loss: 0.5120
Epoch 1/1... Discriminator Loss: 0.1223... Generator Loss: 5.6501
Epoch 1/1... Discriminator Loss: 0.2073... Generator Loss: 2.7469
Epoch 1/1... Discriminator Loss: 0.3572... Generator Loss: 2.7376
Epoch 1/1... Discriminator Loss: 0.8298... Generator Loss: 1.0192
Epoch 1/1... Discriminator Loss: 0.3602... Generator Loss: 2.2352
Epoch 1/1... Discriminator Loss: 0.3000... Generator Loss: 1.6915
Epoch 1/1... Discriminator Loss: 0.8473... Generator Loss: 0.7923
Epoch 1/1... Discriminator Loss: 0.7030... Generator Loss: 0.8313
Epoch 1/1... Discriminator Loss: 0.5475... Generator Loss: 1.6033
Epoch 1/1... Discriminator Loss: 0.6199... Generator Loss: 1.0433
Epoch 1/1... Discriminator Loss: 0.5959... Generator Loss: 1.2859
Epoch 1/1... Discriminator Loss: 0.8527... Generator Loss: 2.3223
Epoch 1/1... Discriminator Loss: 0.7892... Generator Loss: 1.0027
Epoch 1/1... Discriminator Loss: 0.2930... Generator Loss: 2.7265
Epoch 1/1... Discriminator Loss: 0.8340... Generator Loss: 2.1894
Epoch 1/1... Discriminator Loss: 0.2368... Generator Loss: 2.8470
Epoch 1/1... Discriminator Loss: 0.2350... Generator Loss: 2.1528
Epoch 1/1... Discriminator Loss: 0.5825... Generator Loss: 1.8080
Epoch 1/1... Discriminator Loss: 0.6440... Generator Loss: 1.3538
Epoch 1/1... Discriminator Loss: 0.7691... Generator Loss: 0.8005
Epoch 1/1... Discriminator Loss: 0.5074... Generator Loss: 1.3734
Epoch 1/1... Discriminator Loss: 0.7908... Generator Loss: 0.7231
Epoch 1/1... Discriminator Loss: 0.6244... Generator Loss: 1.3104
Epoch 1/1... Discriminator Loss: 0.2085... Generator Loss: 3.3928
Epoch 1/1... Discriminator Loss: 0.3586... Generator Loss: 1.6724
Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 1.4786
Epoch 1/1... Discriminator Loss: 0.7721... Generator Loss: 1.4010
Epoch 1/1... Discriminator Loss: 0.4130... Generator Loss: 2.5237
Epoch 1/1... Discriminator Loss: 1.2398... Generator Loss: 0.4723
Epoch 1/1... Discriminator Loss: 0.5604... Generator Loss: 1.1540
Epoch 1/1... Discriminator Loss: 0.5433... Generator Loss: 1.3398
Epoch 1/1... Discriminator Loss: 0.8499... Generator Loss: 0.7268
Epoch 1/1... Discriminator Loss: 1.3385... Generator Loss: 0.3952
Epoch 1/1... Discriminator Loss: 0.6272... Generator Loss: 1.5083
Epoch 1/1... Discriminator Loss: 0.5855... Generator Loss: 2.1758
Epoch 1/1... Discriminator Loss: 0.5034... Generator Loss: 1.2177
Epoch 1/1... Discriminator Loss: 0.7849... Generator Loss: 3.0197
Epoch 1/1... Discriminator Loss: 1.1088... Generator Loss: 0.5417
Epoch 1/1... Discriminator Loss: 0.5415... Generator Loss: 2.2387
Epoch 1/1... Discriminator Loss: 0.4656... Generator Loss: 2.0197
Epoch 1/1... Discriminator Loss: 1.0331... Generator Loss: 0.9807
Epoch 1/1... Discriminator Loss: 1.5785... Generator Loss: 0.2950
Epoch 1/1... Discriminator Loss: 0.5241... Generator Loss: 1.8999
Epoch 1/1... Discriminator Loss: 0.9088... Generator Loss: 0.7383
Epoch 1/1... Discriminator Loss: 0.7755... Generator Loss: 0.8940
Epoch 1/1... Discriminator Loss: 0.5114... Generator Loss: 1.2076
Epoch 1/1... Discriminator Loss: 0.2738... Generator Loss: 2.3015
Epoch 1/1... Discriminator Loss: 0.4902... Generator Loss: 1.7922
Epoch 1/1... Discriminator Loss: 0.6001... Generator Loss: 2.2546
Epoch 1/1... Discriminator Loss: 0.7532... Generator Loss: 1.3947
Epoch 1/1... Discriminator Loss: 0.5984... Generator Loss: 1.2416
Epoch 1/1... Discriminator Loss: 0.3178... Generator Loss: 1.5019
Epoch 1/1... Discriminator Loss: 0.4780... Generator Loss: 1.5855
Epoch 1/1... Discriminator Loss: 0.4821... Generator Loss: 1.3588
Epoch 1/1... Discriminator Loss: 0.3506... Generator Loss: 1.9996
Epoch 1/1... Discriminator Loss: 1.4706... Generator Loss: 4.0325
Epoch 1/1... Discriminator Loss: 0.7003... Generator Loss: 1.1224
Epoch 1/1... Discriminator Loss: 0.4577... Generator Loss: 2.0246
Epoch 1/1... Discriminator Loss: 0.2520... Generator Loss: 2.1385
Epoch 1/1... Discriminator Loss: 0.3602... Generator Loss: 2.8469
Epoch 1/1... Discriminator Loss: 0.4640... Generator Loss: 2.9018
Epoch 1/1... Discriminator Loss: 0.8847... Generator Loss: 0.9045
Epoch 1/1... Discriminator Loss: 0.3425... Generator Loss: 1.6559
Epoch 1/1... Discriminator Loss: 0.1729... Generator Loss: 3.0046
Epoch 1/1... Discriminator Loss: 0.5999... Generator Loss: 1.3290
Epoch 1/1... Discriminator Loss: 1.2294... Generator Loss: 1.0949
Epoch 1/1... Discriminator Loss: 0.5357... Generator Loss: 1.2401
Epoch 1/1... Discriminator Loss: 0.5381... Generator Loss: 1.3047
Epoch 1/1... Discriminator Loss: 0.1919... Generator Loss: 3.7405
Epoch 1/1... Discriminator Loss: 0.6901... Generator Loss: 1.0942
Epoch 1/1... Discriminator Loss: 0.8166... Generator Loss: 0.7218
Epoch 1/1... Discriminator Loss: 0.0986... Generator Loss: 3.9373
Epoch 1/1... Discriminator Loss: 0.6616... Generator Loss: 1.2346
Epoch 1/1... Discriminator Loss: 0.7575... Generator Loss: 1.7159
Epoch 1/1... Discriminator Loss: 0.3033... Generator Loss: 3.3454
Epoch 1/1... Discriminator Loss: 0.7070... Generator Loss: 1.0107
Epoch 1/1... Discriminator Loss: 0.4037... Generator Loss: 1.7064
Epoch 1/1... Discriminator Loss: 0.2178... Generator Loss: 2.4090
Epoch 1/1... Discriminator Loss: 0.5297... Generator Loss: 1.3743
Epoch 1/1... Discriminator Loss: 0.6623... Generator Loss: 0.9753
Epoch 1/1... Discriminator Loss: 0.3549... Generator Loss: 2.6284
Epoch 1/1... Discriminator Loss: 0.5165... Generator Loss: 1.1547
Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.5047
Epoch 1/1... Discriminator Loss: 0.2409... Generator Loss: 3.0354
Epoch 1/1... Discriminator Loss: 0.9595... Generator Loss: 0.6103
Epoch 1/1... Discriminator Loss: 0.3106... Generator Loss: 2.0762
Epoch 1/1... Discriminator Loss: 0.6902... Generator Loss: 1.7782
Epoch 1/1... Discriminator Loss: 0.6737... Generator Loss: 1.0471
Epoch 1/1... Discriminator Loss: 0.3458... Generator Loss: 1.8721
Epoch 1/1... Discriminator Loss: 0.3987... Generator Loss: 1.7419
Epoch 1/1... Discriminator Loss: 0.5843... Generator Loss: 1.4242
Epoch 1/1... Discriminator Loss: 1.3596... Generator Loss: 0.3960
Epoch 1/1... Discriminator Loss: 0.8909... Generator Loss: 0.9292
Epoch 1/1... Discriminator Loss: 0.8339... Generator Loss: 0.8241
Epoch 1/1... Discriminator Loss: 0.6913... Generator Loss: 1.2908
Epoch 1/1... Discriminator Loss: 0.8479... Generator Loss: 0.7911
Epoch 1/1... Discriminator Loss: 0.4261... Generator Loss: 1.4827
Epoch 1/1... Discriminator Loss: 0.5608... Generator Loss: 1.2300
Epoch 1/1... Discriminator Loss: 0.8614... Generator Loss: 3.4107
Epoch 1/1... Discriminator Loss: 0.5462... Generator Loss: 1.7666
Epoch 1/1... Discriminator Loss: 0.9653... Generator Loss: 0.7147
Epoch 1/1... Discriminator Loss: 0.4463... Generator Loss: 1.5771
Epoch 1/1... Discriminator Loss: 0.4753... Generator Loss: 1.3360
Epoch 1/1... Discriminator Loss: 0.3223... Generator Loss: 2.4865
Epoch 1/1... Discriminator Loss: 0.8648... Generator Loss: 1.7067
Epoch 1/1... Discriminator Loss: 0.6852... Generator Loss: 1.0266
Epoch 1/1... Discriminator Loss: 1.1542... Generator Loss: 1.7062
Epoch 1/1... Discriminator Loss: 0.4810... Generator Loss: 1.8665
Epoch 1/1... Discriminator Loss: 0.3781... Generator Loss: 1.5997
Epoch 1/1... Discriminator Loss: 0.3599... Generator Loss: 1.4785
Epoch 1/1... Discriminator Loss: 0.7742... Generator Loss: 0.8441
Epoch 1/1... Discriminator Loss: 0.4003... Generator Loss: 1.8976
Epoch 1/1... Discriminator Loss: 0.4116... Generator Loss: 1.7396
Epoch 1/1... Discriminator Loss: 0.3339... Generator Loss: 2.0387
Epoch 1/1... Discriminator Loss: 0.4321... Generator Loss: 2.2076
Epoch 1/1... Discriminator Loss: 0.5684... Generator Loss: 1.3250
Epoch 1/1... Discriminator Loss: 0.7334... Generator Loss: 1.2305
Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 0.5812
Epoch 1/1... Discriminator Loss: 0.5122... Generator Loss: 2.1179
Epoch 1/1... Discriminator Loss: 0.6593... Generator Loss: 1.6442
Epoch 1/1... Discriminator Loss: 0.5755... Generator Loss: 1.3602
Epoch 1/1... Discriminator Loss: 1.0737... Generator Loss: 0.5578
Epoch 1/1... Discriminator Loss: 0.4733... Generator Loss: 2.1457
Epoch 1/1... Discriminator Loss: 0.5834... Generator Loss: 1.2079
Epoch 1/1... Discriminator Loss: 1.1901... Generator Loss: 0.6341
Epoch 1/1... Discriminator Loss: 0.9564... Generator Loss: 0.9924
Epoch 1/1... Discriminator Loss: 1.8710... Generator Loss: 0.2261
Epoch 1/1... Discriminator Loss: 0.7536... Generator Loss: 0.9796
Epoch 1/1... Discriminator Loss: 0.6626... Generator Loss: 1.0842
Epoch 1/1... Discriminator Loss: 0.4593... Generator Loss: 1.4268
Epoch 1/1... Discriminator Loss: 0.5438... Generator Loss: 1.6848
Epoch 1/1... Discriminator Loss: 0.5971... Generator Loss: 1.3517
Epoch 1/1... Discriminator Loss: 0.5669... Generator Loss: 1.5598
Epoch 1/1... Discriminator Loss: 0.6639... Generator Loss: 1.3673
Epoch 1/1... Discriminator Loss: 0.4298... Generator Loss: 1.3835
Epoch 1/1... Discriminator Loss: 0.3261... Generator Loss: 2.2586
Epoch 1/1... Discriminator Loss: 0.5784... Generator Loss: 1.1621
Epoch 1/1... Discriminator Loss: 0.5365... Generator Loss: 2.0131
Epoch 1/1... Discriminator Loss: 0.7651... Generator Loss: 0.8610
Epoch 1/1... Discriminator Loss: 0.5061... Generator Loss: 1.6702
Epoch 1/1... Discriminator Loss: 0.3838... Generator Loss: 1.8463
Epoch 1/1... Discriminator Loss: 0.8883... Generator Loss: 0.9600
Epoch 1/1... Discriminator Loss: 0.2721... Generator Loss: 2.2862
Epoch 1/1... Discriminator Loss: 0.6907... Generator Loss: 1.0385
Epoch 1/1... Discriminator Loss: 0.5422... Generator Loss: 1.2735
Epoch 1/1... Discriminator Loss: 0.2040... Generator Loss: 3.3445
Epoch 1/1... Discriminator Loss: 0.6937... Generator Loss: 0.9101
Epoch 1/1... Discriminator Loss: 0.2168... Generator Loss: 2.0392
Epoch 1/1... Discriminator Loss: 0.3337... Generator Loss: 1.9870
Epoch 1/1... Discriminator Loss: 0.6547... Generator Loss: 1.0664
Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 0.7598
Epoch 1/1... Discriminator Loss: 0.5289... Generator Loss: 1.5463
Epoch 1/1... Discriminator Loss: 0.7019... Generator Loss: 2.8718
Epoch 1/1... Discriminator Loss: 0.2343... Generator Loss: 2.7027
Epoch 1/1... Discriminator Loss: 0.4381... Generator Loss: 1.7735
Epoch 1/1... Discriminator Loss: 0.7436... Generator Loss: 1.0294
Epoch 1/1... Discriminator Loss: 0.3990... Generator Loss: 1.6874
Epoch 1/1... Discriminator Loss: 0.8439... Generator Loss: 1.1426
Epoch 1/1... Discriminator Loss: 0.4785... Generator Loss: 1.9425
Epoch 1/1... Discriminator Loss: 0.6859... Generator Loss: 1.0971
Epoch 1/1... Discriminator Loss: 0.3210... Generator Loss: 1.9271
Epoch 1/1... Discriminator Loss: 0.5555... Generator Loss: 2.0863
Epoch 1/1... Discriminator Loss: 0.3559... Generator Loss: 2.4940
Epoch 1/1... Discriminator Loss: 0.3125... Generator Loss: 2.2855
Epoch 1/1... Discriminator Loss: 0.4075... Generator Loss: 1.7666
Epoch 1/1... Discriminator Loss: 0.4812... Generator Loss: 1.3349
Epoch 1/1... Discriminator Loss: 0.6450... Generator Loss: 3.0791
Epoch 1/1... Discriminator Loss: 0.7502... Generator Loss: 0.8712
Epoch 1/1... Discriminator Loss: 0.7552... Generator Loss: 0.8395
Epoch 1/1... Discriminator Loss: 0.3927... Generator Loss: 1.4985
Epoch 1/1... Discriminator Loss: 1.5876... Generator Loss: 4.4551
Epoch 1/1... Discriminator Loss: 0.3412... Generator Loss: 1.6709
Epoch 1/1... Discriminator Loss: 0.6361... Generator Loss: 1.0941
Epoch 1/1... Discriminator Loss: 0.6481... Generator Loss: 1.1259
Epoch 1/1... Discriminator Loss: 0.5334... Generator Loss: 1.7529
Epoch 1/1... Discriminator Loss: 0.5388... Generator Loss: 1.2943
Epoch 1/1... Discriminator Loss: 0.8226... Generator Loss: 0.8828
Epoch 1/1... Discriminator Loss: 0.7623... Generator Loss: 0.9914
Epoch 1/1... Discriminator Loss: 0.5267... Generator Loss: 1.2683
Epoch 1/1... Discriminator Loss: 0.3393... Generator Loss: 2.0451
Epoch 1/1... Discriminator Loss: 0.2777... Generator Loss: 1.8740
Epoch 1/1... Discriminator Loss: 0.9044... Generator Loss: 0.6428
Epoch 1/1... Discriminator Loss: 0.8282... Generator Loss: 0.9101
Epoch 1/1... Discriminator Loss: 0.4779... Generator Loss: 1.4137
Epoch 1/1... Discriminator Loss: 0.6319... Generator Loss: 1.2247
Epoch 1/1... Discriminator Loss: 0.1314... Generator Loss: 3.1887
Epoch 1/1... Discriminator Loss: 0.4909... Generator Loss: 1.6018
Epoch 1/1... Discriminator Loss: 0.6675... Generator Loss: 2.0789
Epoch 1/1... Discriminator Loss: 0.8116... Generator Loss: 0.9949
Epoch 1/1... Discriminator Loss: 0.5599... Generator Loss: 1.3593
Epoch 1/1... Discriminator Loss: 1.1662... Generator Loss: 0.5518
Epoch 1/1... Discriminator Loss: 0.3836... Generator Loss: 2.0636
Epoch 1/1... Discriminator Loss: 0.7748... Generator Loss: 0.8221
Epoch 1/1... Discriminator Loss: 0.3051... Generator Loss: 2.0224
Epoch 1/1... Discriminator Loss: 0.3931... Generator Loss: 2.0126
Epoch 1/1... Discriminator Loss: 0.8137... Generator Loss: 1.2942
Epoch 1/1... Discriminator Loss: 0.4796... Generator Loss: 1.3854
Epoch 1/1... Discriminator Loss: 0.4940... Generator Loss: 1.2860
Epoch 1/1... Discriminator Loss: 0.1265... Generator Loss: 3.5694
Epoch 1/1... Discriminator Loss: 0.6619... Generator Loss: 1.2057
Epoch 1/1... Discriminator Loss: 0.8625... Generator Loss: 0.9227
Epoch 1/1... Discriminator Loss: 0.6372... Generator Loss: 1.3633
Epoch 1/1... Discriminator Loss: 0.5740... Generator Loss: 1.3421
Epoch 1/1... Discriminator Loss: 0.2827... Generator Loss: 1.9722
Epoch 1/1... Discriminator Loss: 0.2785... Generator Loss: 1.9221
Epoch 1/1... Discriminator Loss: 0.3545... Generator Loss: 1.7670
Epoch 1/1... Discriminator Loss: 0.5834... Generator Loss: 1.2426
Epoch 1/1... Discriminator Loss: 0.4856... Generator Loss: 1.4312
Epoch 1/1... Discriminator Loss: 1.0932... Generator Loss: 0.9037
Epoch 1/1... Discriminator Loss: 0.5466... Generator Loss: 1.6187
Epoch 1/1... Discriminator Loss: 0.5646... Generator Loss: 1.2189
Epoch 1/1... Discriminator Loss: 1.0366... Generator Loss: 0.6563
Epoch 1/1... Discriminator Loss: 0.5692... Generator Loss: 1.4690
Epoch 1/1... Discriminator Loss: 0.2386... Generator Loss: 1.9744
Epoch 1/1... Discriminator Loss: 0.8923... Generator Loss: 0.8669
Epoch 1/1... Discriminator Loss: 1.4071... Generator Loss: 0.4435
Epoch 1/1... Discriminator Loss: 0.4454... Generator Loss: 1.5215
Epoch 1/1... Discriminator Loss: 0.6276... Generator Loss: 1.6342
Epoch 1/1... Discriminator Loss: 0.3088... Generator Loss: 2.2161
Epoch 1/1... Discriminator Loss: 0.4642... Generator Loss: 2.2023
Epoch 1/1... Discriminator Loss: 1.1375... Generator Loss: 0.5889
Epoch 1/1... Discriminator Loss: 0.5523... Generator Loss: 1.5186
Epoch 1/1... Discriminator Loss: 0.6119... Generator Loss: 1.0085
Epoch 1/1... Discriminator Loss: 0.6788... Generator Loss: 1.1546
Epoch 1/1... Discriminator Loss: 0.3321... Generator Loss: 1.9173
Epoch 1/1... Discriminator Loss: 1.0403... Generator Loss: 0.6876
Epoch 1/1... Discriminator Loss: 0.7076... Generator Loss: 1.4840
Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 0.9096
Epoch 1/1... Discriminator Loss: 0.4996... Generator Loss: 1.8225
Epoch 1/1... Discriminator Loss: 0.7023... Generator Loss: 1.0796
Epoch 1/1... Discriminator Loss: 1.0485... Generator Loss: 0.5951
Epoch 1/1... Discriminator Loss: 1.1866... Generator Loss: 0.5640
Epoch 1/1... Discriminator Loss: 0.3761... Generator Loss: 3.1962
Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 1.7559
Epoch 1/1... Discriminator Loss: 0.9003... Generator Loss: 0.7787
Epoch 1/1... Discriminator Loss: 1.1182... Generator Loss: 0.6574
Epoch 1/1... Discriminator Loss: 1.1612... Generator Loss: 0.5122
Epoch 1/1... Discriminator Loss: 0.9834... Generator Loss: 0.6981
Epoch 1/1... Discriminator Loss: 0.3069... Generator Loss: 2.9475
Epoch 1/1... Discriminator Loss: 0.4236... Generator Loss: 1.5128
Epoch 1/1... Discriminator Loss: 0.5900... Generator Loss: 1.6327
Epoch 1/1... Discriminator Loss: 1.1315... Generator Loss: 0.5237
Epoch 1/1... Discriminator Loss: 0.6859... Generator Loss: 1.4055
Epoch 1/1... Discriminator Loss: 0.7081... Generator Loss: 1.6371
Epoch 1/1... Discriminator Loss: 0.3712... Generator Loss: 1.8061
Epoch 1/1... Discriminator Loss: 0.7975... Generator Loss: 0.8462
Epoch 1/1... Discriminator Loss: 0.3979... Generator Loss: 2.4044
Epoch 1/1... Discriminator Loss: 0.6764... Generator Loss: 0.9494
Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 1.2232
Epoch 1/1... Discriminator Loss: 0.8095... Generator Loss: 0.7854
Epoch 1/1... Discriminator Loss: 0.8144... Generator Loss: 0.8799
Epoch 1/1... Discriminator Loss: 1.0251... Generator Loss: 1.5694
Epoch 1/1... Discriminator Loss: 0.6430... Generator Loss: 1.1920
Epoch 1/1... Discriminator Loss: 0.7549... Generator Loss: 0.9990
Epoch 1/1... Discriminator Loss: 0.6111... Generator Loss: 1.0965
Epoch 1/1... Discriminator Loss: 0.8688... Generator Loss: 0.9553
Epoch 1/1... Discriminator Loss: 0.8529... Generator Loss: 0.7243
Epoch 1/1... Discriminator Loss: 0.6327... Generator Loss: 1.0031
Epoch 1/1... Discriminator Loss: 0.6891... Generator Loss: 1.3368
Epoch 1/1... Discriminator Loss: 0.3468... Generator Loss: 1.5734
Epoch 1/1... Discriminator Loss: 0.4712... Generator Loss: 1.6398
Epoch 1/1... Discriminator Loss: 0.6042... Generator Loss: 1.0811
Epoch 1/1... Discriminator Loss: 0.9976... Generator Loss: 0.6738
Epoch 1/1... Discriminator Loss: 1.1982... Generator Loss: 0.5625
Epoch 1/1... Discriminator Loss: 0.5665... Generator Loss: 1.5039
Epoch 1/1... Discriminator Loss: 0.8945... Generator Loss: 0.9645
Epoch 1/1... Discriminator Loss: 0.4731... Generator Loss: 1.9975
Epoch 1/1... Discriminator Loss: 0.5401... Generator Loss: 1.2663
Epoch 1/1... Discriminator Loss: 0.8481... Generator Loss: 0.9316
Epoch 1/1... Discriminator Loss: 1.3861... Generator Loss: 0.4541
Epoch 1/1... Discriminator Loss: 1.3477... Generator Loss: 0.4272
Epoch 1/1... Discriminator Loss: 0.7158... Generator Loss: 1.1266
Epoch 1/1... Discriminator Loss: 0.5408... Generator Loss: 1.4920
Epoch 1/1... Discriminator Loss: 1.2214... Generator Loss: 0.4590
Epoch 1/1... Discriminator Loss: 0.7169... Generator Loss: 0.9214
Epoch 1/1... Discriminator Loss: 0.2886... Generator Loss: 2.0387
Epoch 1/1... Discriminator Loss: 0.7049... Generator Loss: 1.0190
Epoch 1/1... Discriminator Loss: 1.1978... Generator Loss: 0.4642
Epoch 1/1... Discriminator Loss: 0.5754... Generator Loss: 1.6732
Epoch 1/1... Discriminator Loss: 1.0274... Generator Loss: 0.9324
Epoch 1/1... Discriminator Loss: 0.5030... Generator Loss: 1.4466
Epoch 1/1... Discriminator Loss: 0.6409... Generator Loss: 1.8100
Epoch 1/1... Discriminator Loss: 0.5389... Generator Loss: 1.7686
Epoch 1/1... Discriminator Loss: 0.9242... Generator Loss: 0.8387
Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 0.9978
Epoch 1/1... Discriminator Loss: 0.6910... Generator Loss: 1.3688
Epoch 1/1... Discriminator Loss: 0.5181... Generator Loss: 1.9250
Epoch 1/1... Discriminator Loss: 0.3795... Generator Loss: 1.8495
Epoch 1/1... Discriminator Loss: 0.5257... Generator Loss: 1.8053
Epoch 1/1... Discriminator Loss: 0.5343... Generator Loss: 3.6464
Epoch 1/1... Discriminator Loss: 1.3528... Generator Loss: 0.4201
Epoch 1/1... Discriminator Loss: 0.4488... Generator Loss: 1.6000
Epoch 1/1... Discriminator Loss: 0.8535... Generator Loss: 0.8391
Epoch 1/1... Discriminator Loss: 0.8935... Generator Loss: 2.9859
Epoch 1/1... Discriminator Loss: 0.8281... Generator Loss: 1.5516
Epoch 1/1... Discriminator Loss: 0.7477... Generator Loss: 1.0230
Epoch 1/1... Discriminator Loss: 0.5569... Generator Loss: 1.2618
Epoch 1/1... Discriminator Loss: 0.5064... Generator Loss: 1.9188
Epoch 1/1... Discriminator Loss: 0.6688... Generator Loss: 1.0871
Epoch 1/1... Discriminator Loss: 1.0756... Generator Loss: 0.5554
Epoch 1/1... Discriminator Loss: 1.1670... Generator Loss: 0.6838
Epoch 1/1... Discriminator Loss: 0.8817... Generator Loss: 1.0842
Epoch 1/1... Discriminator Loss: 0.4754... Generator Loss: 1.5132
Epoch 1/1... Discriminator Loss: 0.6759... Generator Loss: 2.4121
Epoch 1/1... Discriminator Loss: 0.8438... Generator Loss: 0.8383
Epoch 1/1... Discriminator Loss: 0.5421... Generator Loss: 1.7395
Epoch 1/1... Discriminator Loss: 1.1018... Generator Loss: 0.6257
Epoch 1/1... Discriminator Loss: 0.6637... Generator Loss: 1.2197
Epoch 1/1... Discriminator Loss: 0.7517... Generator Loss: 1.4536
Epoch 1/1... Discriminator Loss: 0.8477... Generator Loss: 0.7615
Epoch 1/1... Discriminator Loss: 0.5744... Generator Loss: 1.8371
Epoch 1/1... Discriminator Loss: 0.4670... Generator Loss: 1.3684
Epoch 1/1... Discriminator Loss: 1.0414... Generator Loss: 0.6097
Epoch 1/1... Discriminator Loss: 0.3967... Generator Loss: 1.8399
Epoch 1/1... Discriminator Loss: 0.4111... Generator Loss: 1.8616
Epoch 1/1... Discriminator Loss: 0.6251... Generator Loss: 1.2729
Epoch 1/1... Discriminator Loss: 0.6430... Generator Loss: 1.1751
Epoch 1/1... Discriminator Loss: 0.6225... Generator Loss: 1.5499
Epoch 1/1... Discriminator Loss: 0.9710... Generator Loss: 0.6426
Epoch 1/1... Discriminator Loss: 0.3618... Generator Loss: 2.4223
Epoch 1/1... Discriminator Loss: 1.1528... Generator Loss: 0.5884
Epoch 1/1... Discriminator Loss: 0.5662... Generator Loss: 2.7377
Epoch 1/1... Discriminator Loss: 0.9153... Generator Loss: 0.9034
Epoch 1/1... Discriminator Loss: 0.7956... Generator Loss: 1.0541
Epoch 1/1... Discriminator Loss: 0.6375... Generator Loss: 1.6438
Epoch 1/1... Discriminator Loss: 0.5270... Generator Loss: 1.5344
Epoch 1/1... Discriminator Loss: 0.5869... Generator Loss: 1.2817
Epoch 1/1... Discriminator Loss: 0.8098... Generator Loss: 0.8208
Epoch 1/1... Discriminator Loss: 0.5486... Generator Loss: 1.7417
Epoch 1/1... Discriminator Loss: 0.9391... Generator Loss: 1.0447
Epoch 1/1... Discriminator Loss: 0.8690... Generator Loss: 0.9504
Epoch 1/1... Discriminator Loss: 0.9452... Generator Loss: 0.8175
Epoch 1/1... Discriminator Loss: 0.5654... Generator Loss: 1.4027
Epoch 1/1... Discriminator Loss: 1.3367... Generator Loss: 0.4337
Epoch 1/1... Discriminator Loss: 1.1358... Generator Loss: 0.4943
Epoch 1/1... Discriminator Loss: 1.5567... Generator Loss: 0.3350
Epoch 1/1... Discriminator Loss: 0.7925... Generator Loss: 1.0077
Epoch 1/1... Discriminator Loss: 0.5798... Generator Loss: 1.2676
Epoch 1/1... Discriminator Loss: 0.8834... Generator Loss: 1.9786
Epoch 1/1... Discriminator Loss: 0.6935... Generator Loss: 1.3637
Epoch 1/1... Discriminator Loss: 0.8224... Generator Loss: 0.8544
Epoch 1/1... Discriminator Loss: 0.6202... Generator Loss: 1.0418
Epoch 1/1... Discriminator Loss: 0.2243... Generator Loss: 3.4049
Epoch 1/1... Discriminator Loss: 0.6944... Generator Loss: 1.3773
Epoch 1/1... Discriminator Loss: 0.9151... Generator Loss: 0.7839
Epoch 1/1... Discriminator Loss: 0.8741... Generator Loss: 1.1012
Epoch 1/1... Discriminator Loss: 0.1702... Generator Loss: 2.5981
Epoch 1/1... Discriminator Loss: 0.6018... Generator Loss: 1.7806
Epoch 1/1... Discriminator Loss: 1.2271... Generator Loss: 0.5438
Epoch 1/1... Discriminator Loss: 1.6159... Generator Loss: 2.1802
Epoch 1/1... Discriminator Loss: 0.8806... Generator Loss: 0.7651
Epoch 1/1... Discriminator Loss: 0.9645... Generator Loss: 0.8249
Epoch 1/1... Discriminator Loss: 0.7819... Generator Loss: 0.8599
Epoch 1/1... Discriminator Loss: 0.7008... Generator Loss: 0.9427
Epoch 1/1... Discriminator Loss: 0.7978... Generator Loss: 0.8789
Epoch 1/1... Discriminator Loss: 0.7742... Generator Loss: 1.5701
Epoch 1/1... Discriminator Loss: 0.9835... Generator Loss: 0.8109
Epoch 1/1... Discriminator Loss: 0.9938... Generator Loss: 0.6326
Epoch 1/1... Discriminator Loss: 0.4894... Generator Loss: 1.4511
Epoch 1/1... Discriminator Loss: 0.5274... Generator Loss: 1.1882
Epoch 1/1... Discriminator Loss: 1.0483... Generator Loss: 0.6102
Epoch 1/1... Discriminator Loss: 0.3806... Generator Loss: 1.6494
Epoch 1/1... Discriminator Loss: 1.4462... Generator Loss: 0.3824
Epoch 1/1... Discriminator Loss: 0.8266... Generator Loss: 0.9024
Epoch 1/1... Discriminator Loss: 0.6875... Generator Loss: 1.2725
Epoch 1/1... Discriminator Loss: 0.8964... Generator Loss: 0.7842
Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 0.4975
Epoch 1/1... Discriminator Loss: 0.7359... Generator Loss: 0.9775
Epoch 1/1... Discriminator Loss: 0.6857... Generator Loss: 1.1456
Epoch 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.5066
Epoch 1/1... Discriminator Loss: 0.7949... Generator Loss: 1.2651
Epoch 1/1... Discriminator Loss: 0.6812... Generator Loss: 1.1459
Epoch 1/1... Discriminator Loss: 0.8130... Generator Loss: 4.6561
Epoch 1/1... Discriminator Loss: 1.1282... Generator Loss: 0.8166
Epoch 1/1... Discriminator Loss: 0.8248... Generator Loss: 0.9078
Epoch 1/1... Discriminator Loss: 0.9739... Generator Loss: 0.7081
Epoch 1/1... Discriminator Loss: 0.7953... Generator Loss: 1.4173
Epoch 1/1... Discriminator Loss: 0.8191... Generator Loss: 0.9237
Epoch 1/1... Discriminator Loss: 0.9097... Generator Loss: 0.6924
Epoch 1/1... Discriminator Loss: 0.8412... Generator Loss: 0.8487
Epoch 1/1... Discriminator Loss: 0.8708... Generator Loss: 1.0299
Epoch 1/1... Discriminator Loss: 0.6416... Generator Loss: 1.2267
Epoch 1/1... Discriminator Loss: 0.6838... Generator Loss: 1.0392
Epoch 1/1... Discriminator Loss: 0.3823... Generator Loss: 2.2639
Epoch 1/1... Discriminator Loss: 0.6580... Generator Loss: 1.2002
Epoch 1/1... Discriminator Loss: 0.8195... Generator Loss: 0.9067
Epoch 1/1... Discriminator Loss: 0.8079... Generator Loss: 1.2484
Epoch 1/1... Discriminator Loss: 0.6179... Generator Loss: 1.1989
Epoch 1/1... Discriminator Loss: 0.7241... Generator Loss: 1.1095
Epoch 1/1... Discriminator Loss: 0.8626... Generator Loss: 0.9169
Epoch 1/1... Discriminator Loss: 1.0656... Generator Loss: 0.7122
Epoch 1/1... Discriminator Loss: 0.9099... Generator Loss: 0.8039
Epoch 1/1... Discriminator Loss: 0.4789... Generator Loss: 1.2925
Epoch 1/1... Discriminator Loss: 0.7919... Generator Loss: 0.9375
Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 0.5664
Epoch 1/1... Discriminator Loss: 1.0824... Generator Loss: 0.6175
Epoch 1/1... Discriminator Loss: 0.5377... Generator Loss: 1.0731
Epoch 1/1... Discriminator Loss: 0.6914... Generator Loss: 1.0223
Epoch 1/1... Discriminator Loss: 0.9724... Generator Loss: 0.7251
Epoch 1/1... Discriminator Loss: 0.7923... Generator Loss: 1.4191
Epoch 1/1... Discriminator Loss: 1.0629... Generator Loss: 0.6474
Epoch 1/1... Discriminator Loss: 0.6072... Generator Loss: 1.4213
Epoch 1/1... Discriminator Loss: 0.9969... Generator Loss: 1.4269
Epoch 1/1... Discriminator Loss: 0.3643... Generator Loss: 2.3739
Epoch 1/1... Discriminator Loss: 0.6398... Generator Loss: 1.0826
Epoch 1/1... Discriminator Loss: 0.4824... Generator Loss: 1.2521
Epoch 1/1... Discriminator Loss: 1.2268... Generator Loss: 0.4622
Epoch 1/1... Discriminator Loss: 0.2424... Generator Loss: 2.0266
Epoch 1/1... Discriminator Loss: 0.9849... Generator Loss: 0.9642
Epoch 1/1... Discriminator Loss: 0.8895... Generator Loss: 1.1841
Epoch 1/1... Discriminator Loss: 0.2164... Generator Loss: 2.5987
Epoch 1/1... Discriminator Loss: 0.9409... Generator Loss: 0.7471
Epoch 1/1... Discriminator Loss: 0.8957... Generator Loss: 0.7148
Epoch 1/1... Discriminator Loss: 0.8654... Generator Loss: 0.8092
Epoch 1/1... Discriminator Loss: 0.9557... Generator Loss: 0.7329
Epoch 1/1... Discriminator Loss: 0.9800... Generator Loss: 0.6365
Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 1.0126
Epoch 1/1... Discriminator Loss: 0.4120... Generator Loss: 1.9438
Epoch 1/1... Discriminator Loss: 0.3990... Generator Loss: 1.4558
Epoch 1/1... Discriminator Loss: 0.5273... Generator Loss: 1.6589
Epoch 1/1... Discriminator Loss: 0.7141... Generator Loss: 1.1197
Epoch 1/1... Discriminator Loss: 0.7068... Generator Loss: 0.9424
Epoch 1/1... Discriminator Loss: 0.6796... Generator Loss: 1.0733
Epoch 1/1... Discriminator Loss: 0.6914... Generator Loss: 1.3349
Epoch 1/1... Discriminator Loss: 0.9374... Generator Loss: 0.7992
Epoch 1/1... Discriminator Loss: 1.2495... Generator Loss: 2.1942
Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.5452
Epoch 1/1... Discriminator Loss: 0.8960... Generator Loss: 1.0326
Epoch 1/1... Discriminator Loss: 0.6426... Generator Loss: 1.6840
Epoch 1/1... Discriminator Loss: 0.6519... Generator Loss: 1.1165
Epoch 1/1... Discriminator Loss: 0.4325... Generator Loss: 2.1070
Epoch 1/1... Discriminator Loss: 0.7916... Generator Loss: 1.4988
Epoch 1/1... Discriminator Loss: 0.6543... Generator Loss: 1.1712
Epoch 1/1... Discriminator Loss: 0.8266... Generator Loss: 1.0642
Epoch 1/1... Discriminator Loss: 0.7752... Generator Loss: 0.9620
Epoch 1/1... Discriminator Loss: 0.7949... Generator Loss: 1.1571
Epoch 1/1... Discriminator Loss: 0.4378... Generator Loss: 1.3327
Epoch 1/1... Discriminator Loss: 0.8412... Generator Loss: 0.9070
Epoch 1/1... Discriminator Loss: 1.5166... Generator Loss: 0.3200
Epoch 1/1... Discriminator Loss: 0.9877... Generator Loss: 0.8719
Epoch 1/1... Discriminator Loss: 0.7160... Generator Loss: 1.0425
Epoch 1/1... Discriminator Loss: 1.1549... Generator Loss: 0.5006
Epoch 1/1... Discriminator Loss: 0.6838... Generator Loss: 1.4042
Epoch 1/1... Discriminator Loss: 0.6213... Generator Loss: 1.2314
Epoch 1/1... Discriminator Loss: 0.8235... Generator Loss: 0.8220
Epoch 1/1... Discriminator Loss: 0.6572... Generator Loss: 1.0961
Epoch 1/1... Discriminator Loss: 1.0155... Generator Loss: 0.5766
Epoch 1/1... Discriminator Loss: 0.4637... Generator Loss: 1.6207
Epoch 1/1... Discriminator Loss: 0.6713... Generator Loss: 1.1316
Epoch 1/1... Discriminator Loss: 0.5043... Generator Loss: 1.8657
Epoch 1/1... Discriminator Loss: 1.2630... Generator Loss: 0.4274
Epoch 1/1... Discriminator Loss: 0.6821... Generator Loss: 0.9900
Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 1.5767
Epoch 1/1... Discriminator Loss: 1.0482... Generator Loss: 0.9850
Epoch 1/1... Discriminator Loss: 1.3568... Generator Loss: 0.4232
Epoch 1/1... Discriminator Loss: 0.7164... Generator Loss: 1.1610
Epoch 1/1... Discriminator Loss: 1.0457... Generator Loss: 0.7604
Epoch 1/1... Discriminator Loss: 0.6997... Generator Loss: 2.1623
Epoch 1/1... Discriminator Loss: 0.7954... Generator Loss: 1.0251
Epoch 1/1... Discriminator Loss: 0.3781... Generator Loss: 1.7197
Epoch 1/1... Discriminator Loss: 1.0904... Generator Loss: 0.6073
Epoch 1/1... Discriminator Loss: 0.9548... Generator Loss: 1.1595
Epoch 1/1... Discriminator Loss: 0.6359... Generator Loss: 1.2697
Epoch 1/1... Discriminator Loss: 1.0548... Generator Loss: 0.6775
Epoch 1/1... Discriminator Loss: 0.6678... Generator Loss: 1.0886
Epoch 1/1... Discriminator Loss: 0.4784... Generator Loss: 2.1961
Epoch 1/1... Discriminator Loss: 0.9698... Generator Loss: 1.8177
Epoch 1/1... Discriminator Loss: 0.4972... Generator Loss: 1.3454
Epoch 1/1... Discriminator Loss: 0.4596... Generator Loss: 1.9077
Epoch 1/1... Discriminator Loss: 0.6737... Generator Loss: 1.3908
Epoch 1/1... Discriminator Loss: 1.4234... Generator Loss: 0.3596
Epoch 1/1... Discriminator Loss: 0.9449... Generator Loss: 1.0483
Epoch 1/1... Discriminator Loss: 0.8776... Generator Loss: 0.6972
Epoch 1/1... Discriminator Loss: 0.5799... Generator Loss: 1.2018
Epoch 1/1... Discriminator Loss: 1.1460... Generator Loss: 0.4486
Epoch 1/1... Discriminator Loss: 0.9126... Generator Loss: 0.8424
Epoch 1/1... Discriminator Loss: 1.2515... Generator Loss: 0.4184
Epoch 1/1... Discriminator Loss: 1.2751... Generator Loss: 0.5210
Epoch 1/1... Discriminator Loss: 0.7681... Generator Loss: 1.7356
Epoch 1/1... Discriminator Loss: 1.3257... Generator Loss: 0.4450
Epoch 1/1... Discriminator Loss: 0.5710... Generator Loss: 1.7568
Epoch 1/1... Discriminator Loss: 0.8171... Generator Loss: 1.0506
Epoch 1/1... Discriminator Loss: 0.6208... Generator Loss: 1.1712
Epoch 1/1... Discriminator Loss: 0.6353... Generator Loss: 1.2751
Epoch 1/1... Discriminator Loss: 0.4901... Generator Loss: 1.8590
Epoch 1/1... Discriminator Loss: 1.0097... Generator Loss: 1.0021
Epoch 1/1... Discriminator Loss: 0.5271... Generator Loss: 1.9006
Epoch 1/1... Discriminator Loss: 0.3051... Generator Loss: 1.8153
Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.5293
Epoch 1/1... Discriminator Loss: 1.2006... Generator Loss: 0.5538
Epoch 1/1... Discriminator Loss: 1.1875... Generator Loss: 0.4322
Epoch 1/1... Discriminator Loss: 0.8640... Generator Loss: 2.3025
Epoch 1/1... Discriminator Loss: 1.1424... Generator Loss: 0.6865
Epoch 1/1... Discriminator Loss: 1.1750... Generator Loss: 0.4466
Epoch 1/1... Discriminator Loss: 0.8292... Generator Loss: 1.0450
Epoch 1/1... Discriminator Loss: 0.7802... Generator Loss: 0.8330
Epoch 1/1... Discriminator Loss: 0.5843... Generator Loss: 1.3692
Epoch 1/1... Discriminator Loss: 0.7002... Generator Loss: 1.2150
Epoch 1/1... Discriminator Loss: 0.7383... Generator Loss: 0.7760
Epoch 1/1... Discriminator Loss: 0.7550... Generator Loss: 1.1784
Epoch 1/1... Discriminator Loss: 0.3846... Generator Loss: 1.7929
Epoch 1/1... Discriminator Loss: 0.9963... Generator Loss: 0.5449
Epoch 1/1... Discriminator Loss: 0.2843... Generator Loss: 1.9879
Epoch 1/1... Discriminator Loss: 1.1463... Generator Loss: 2.0924
Epoch 1/1... Discriminator Loss: 0.7674... Generator Loss: 0.9534
Epoch 1/1... Discriminator Loss: 1.1710... Generator Loss: 0.5491
Epoch 1/1... Discriminator Loss: 0.7576... Generator Loss: 0.9584
Epoch 1/1... Discriminator Loss: 0.6987... Generator Loss: 1.0590
Epoch 1/1... Discriminator Loss: 1.1189... Generator Loss: 0.5449
Epoch 1/1... Discriminator Loss: 0.5497... Generator Loss: 1.3257
Epoch 1/1... Discriminator Loss: 0.9291... Generator Loss: 0.7692
Epoch 1/1... Discriminator Loss: 0.7695... Generator Loss: 1.0106
Epoch 1/1... Discriminator Loss: 0.9134... Generator Loss: 1.6372
Epoch 1/1... Discriminator Loss: 0.8782... Generator Loss: 0.9275
Epoch 1/1... Discriminator Loss: 0.9051... Generator Loss: 0.9559
Epoch 1/1... Discriminator Loss: 2.0127... Generator Loss: 0.2009
Epoch 1/1... Discriminator Loss: 0.9033... Generator Loss: 0.9056
Epoch 1/1... Discriminator Loss: 1.0399... Generator Loss: 0.7352
Epoch 1/1... Discriminator Loss: 0.7314... Generator Loss: 1.1300
Epoch 1/1... Discriminator Loss: 0.5651... Generator Loss: 2.0270
Epoch 1/1... Discriminator Loss: 0.8746... Generator Loss: 2.0432
Epoch 1/1... Discriminator Loss: 0.5211... Generator Loss: 1.3435
Epoch 1/1... Discriminator Loss: 0.6316... Generator Loss: 1.2487
Epoch 1/1... Discriminator Loss: 1.1279... Generator Loss: 0.4832
Epoch 1/1... Discriminator Loss: 1.1260... Generator Loss: 0.5143
Epoch 1/1... Discriminator Loss: 1.3704... Generator Loss: 0.3585
Epoch 1/1... Discriminator Loss: 0.7631... Generator Loss: 1.0478
Epoch 1/1... Discriminator Loss: 0.5989... Generator Loss: 2.0952
Epoch 1/1... Discriminator Loss: 0.7214... Generator Loss: 0.8897
Epoch 1/1... Discriminator Loss: 0.9786... Generator Loss: 0.5659
Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 0.7492
Epoch 1/1... Discriminator Loss: 0.8398... Generator Loss: 1.1785
Epoch 1/1... Discriminator Loss: 1.0302... Generator Loss: 0.6602
Epoch 1/1... Discriminator Loss: 0.7963... Generator Loss: 0.9063
Epoch 1/1... Discriminator Loss: 1.0354... Generator Loss: 0.9428
Epoch 1/1... Discriminator Loss: 0.8006... Generator Loss: 0.8401
Epoch 1/1... Discriminator Loss: 0.7051... Generator Loss: 1.2052
Epoch 1/1... Discriminator Loss: 0.4366... Generator Loss: 1.6979
Epoch 1/1... Discriminator Loss: 0.6309... Generator Loss: 1.1031
Epoch 1/1... Discriminator Loss: 0.6993... Generator Loss: 1.2604
Epoch 1/1... Discriminator Loss: 1.0077... Generator Loss: 0.7100
Epoch 1/1... Discriminator Loss: 1.0509... Generator Loss: 0.6027
Epoch 1/1... Discriminator Loss: 0.9117... Generator Loss: 1.0339
Epoch 1/1... Discriminator Loss: 0.4909... Generator Loss: 1.3218
Epoch 1/1... Discriminator Loss: 0.6132... Generator Loss: 1.1619
Epoch 1/1... Discriminator Loss: 0.7549... Generator Loss: 1.0027
Epoch 1/1... Discriminator Loss: 0.5491... Generator Loss: 1.4083
Epoch 1/1... Discriminator Loss: 0.7788... Generator Loss: 0.8788
Epoch 1/1... Discriminator Loss: 0.4882... Generator Loss: 1.4693
Epoch 1/1... Discriminator Loss: 0.4503... Generator Loss: 1.6316
Epoch 1/1... Discriminator Loss: 0.5775... Generator Loss: 1.3094
Epoch 1/1... Discriminator Loss: 0.7081... Generator Loss: 1.2930
Epoch 1/1... Discriminator Loss: 0.8849... Generator Loss: 0.6470
Epoch 1/1... Discriminator Loss: 0.6138... Generator Loss: 1.1359
Epoch 1/1... Discriminator Loss: 1.3765... Generator Loss: 0.8282
Epoch 1/1... Discriminator Loss: 0.9093... Generator Loss: 1.2509
Epoch 1/1... Discriminator Loss: 0.6229... Generator Loss: 1.2564
Epoch 1/1... Discriminator Loss: 0.8330... Generator Loss: 0.9050
Epoch 1/1... Discriminator Loss: 1.0169... Generator Loss: 0.8082
Epoch 1/1... Discriminator Loss: 0.8603... Generator Loss: 0.8471
Epoch 1/1... Discriminator Loss: 0.4939... Generator Loss: 1.4356
Epoch 1/1... Discriminator Loss: 0.7122... Generator Loss: 0.9762
Epoch 1/1... Discriminator Loss: 0.7535... Generator Loss: 1.8123
Epoch 1/1... Discriminator Loss: 0.3768... Generator Loss: 1.9319
Epoch 1/1... Discriminator Loss: 0.7159... Generator Loss: 1.0488
Epoch 1/1... Discriminator Loss: 0.9169... Generator Loss: 0.8464
Epoch 1/1... Discriminator Loss: 0.9327... Generator Loss: 0.9556
Epoch 1/1... Discriminator Loss: 0.6229... Generator Loss: 1.0170
Epoch 1/1... Discriminator Loss: 0.7569... Generator Loss: 0.9471
Epoch 1/1... Discriminator Loss: 0.6254... Generator Loss: 1.1568
Epoch 1/1... Discriminator Loss: 1.2214... Generator Loss: 1.4160
Epoch 1/1... Discriminator Loss: 1.0056... Generator Loss: 1.1614
Epoch 1/1... Discriminator Loss: 0.5844... Generator Loss: 1.4991
Epoch 1/1... Discriminator Loss: 0.6657... Generator Loss: 1.4269
Epoch 1/1... Discriminator Loss: 0.9646... Generator Loss: 0.6945
Epoch 1/1... Discriminator Loss: 1.0469... Generator Loss: 0.7617
Epoch 1/1... Discriminator Loss: 0.7063... Generator Loss: 1.5597
Epoch 1/1... Discriminator Loss: 1.3309... Generator Loss: 0.4163
Epoch 1/1... Discriminator Loss: 0.8566... Generator Loss: 0.7447
Epoch 1/1... Discriminator Loss: 1.2057... Generator Loss: 0.4748
Epoch 1/1... Discriminator Loss: 0.5636... Generator Loss: 1.5978
Epoch 1/1... Discriminator Loss: 0.4794... Generator Loss: 1.4328
Epoch 1/1... Discriminator Loss: 0.4366... Generator Loss: 1.6940
Epoch 1/1... Discriminator Loss: 0.6468... Generator Loss: 1.6565
Epoch 1/1... Discriminator Loss: 0.3484... Generator Loss: 2.3804
Epoch 1/1... Discriminator Loss: 0.6557... Generator Loss: 1.2246
Epoch 1/1... Discriminator Loss: 0.7615... Generator Loss: 1.0363
Epoch 1/1... Discriminator Loss: 0.4835... Generator Loss: 1.9253
Epoch 1/1... Discriminator Loss: 0.8599... Generator Loss: 1.0230
Epoch 1/1... Discriminator Loss: 0.7192... Generator Loss: 0.9861
Epoch 1/1... Discriminator Loss: 0.7429... Generator Loss: 0.8794
Epoch 1/1... Discriminator Loss: 0.6759... Generator Loss: 0.9613
Epoch 1/1... Discriminator Loss: 0.7603... Generator Loss: 1.1279
Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 0.7138
Epoch 1/1... Discriminator Loss: 1.2391... Generator Loss: 0.4716
Epoch 1/1... Discriminator Loss: 1.0240... Generator Loss: 0.9108
Epoch 1/1... Discriminator Loss: 1.6724... Generator Loss: 0.2932
Epoch 1/1... Discriminator Loss: 1.2062... Generator Loss: 0.5118
Epoch 1/1... Discriminator Loss: 0.9125... Generator Loss: 0.9777
Epoch 1/1... Discriminator Loss: 0.9926... Generator Loss: 0.9305
Epoch 1/1... Discriminator Loss: 0.6809... Generator Loss: 1.2350
Epoch 1/1... Discriminator Loss: 0.7967... Generator Loss: 0.8550
Epoch 1/1... Discriminator Loss: 1.2703... Generator Loss: 0.5504
Epoch 1/1... Discriminator Loss: 0.7435... Generator Loss: 1.2479
Epoch 1/1... Discriminator Loss: 0.4820... Generator Loss: 2.4488
Epoch 1/1... Discriminator Loss: 0.9469... Generator Loss: 0.7167
Epoch 1/1... Discriminator Loss: 0.4356... Generator Loss: 2.9022
Epoch 1/1... Discriminator Loss: 1.0246... Generator Loss: 0.7217
Epoch 1/1... Discriminator Loss: 0.5276... Generator Loss: 1.2752
Epoch 1/1... Discriminator Loss: 1.0799... Generator Loss: 0.6532
Epoch 1/1... Discriminator Loss: 1.2466... Generator Loss: 0.4385
Epoch 1/1... Discriminator Loss: 0.8927... Generator Loss: 0.8376
Epoch 1/1... Discriminator Loss: 0.8652... Generator Loss: 0.9465
Epoch 1/1... Discriminator Loss: 1.0306... Generator Loss: 1.3636
Epoch 1/1... Discriminator Loss: 0.6839... Generator Loss: 1.1224
Epoch 1/1... Discriminator Loss: 1.1283... Generator Loss: 0.6574
Epoch 1/1... Discriminator Loss: 0.9646... Generator Loss: 0.7494
Epoch 1/1... Discriminator Loss: 0.6827... Generator Loss: 1.4664
Epoch 1/1... Discriminator Loss: 0.5216... Generator Loss: 1.4115
Epoch 1/1... Discriminator Loss: 1.1037... Generator Loss: 0.5808
Epoch 1/1... Discriminator Loss: 0.6917... Generator Loss: 1.1966
Epoch 1/1... Discriminator Loss: 0.9408... Generator Loss: 0.7161
Epoch 1/1... Discriminator Loss: 0.5936... Generator Loss: 1.7726
Epoch 1/1... Discriminator Loss: 0.5801... Generator Loss: 1.4675
Epoch 1/1... Discriminator Loss: 0.5383... Generator Loss: 1.5094
Epoch 1/1... Discriminator Loss: 0.8583... Generator Loss: 1.3546
Epoch 1/1... Discriminator Loss: 0.8646... Generator Loss: 0.8404
Epoch 1/1... Discriminator Loss: 1.1421... Generator Loss: 0.6384
Epoch 1/1... Discriminator Loss: 0.5711... Generator Loss: 1.1313
Epoch 1/1... Discriminator Loss: 1.3210... Generator Loss: 0.4341
Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.6741
Epoch 1/1... Discriminator Loss: 0.8720... Generator Loss: 0.8793
Epoch 1/1... Discriminator Loss: 0.7435... Generator Loss: 1.1545
Epoch 1/1... Discriminator Loss: 0.4309... Generator Loss: 1.5527
Epoch 1/1... Discriminator Loss: 0.8175... Generator Loss: 0.8861
Epoch 1/1... Discriminator Loss: 0.9114... Generator Loss: 0.8812
Epoch 1/1... Discriminator Loss: 0.7681... Generator Loss: 0.9772
Epoch 1/1... Discriminator Loss: 1.0998... Generator Loss: 0.5609
Epoch 1/1... Discriminator Loss: 1.0138... Generator Loss: 0.6262
Epoch 1/1... Discriminator Loss: 1.3098... Generator Loss: 0.5578
Epoch 1/1... Discriminator Loss: 0.7902... Generator Loss: 0.7826
Epoch 1/1... Discriminator Loss: 0.8749... Generator Loss: 0.9108
Epoch 1/1... Discriminator Loss: 1.0794... Generator Loss: 0.6006
Epoch 1/1... Discriminator Loss: 0.6615... Generator Loss: 1.1007
Epoch 1/1... Discriminator Loss: 1.1109... Generator Loss: 0.5334
Epoch 1/1... Discriminator Loss: 1.4207... Generator Loss: 0.4026
Epoch 1/1... Discriminator Loss: 0.9278... Generator Loss: 0.7865
Epoch 1/1... Discriminator Loss: 1.1712... Generator Loss: 0.5539
Epoch 1/1... Discriminator Loss: 0.6166... Generator Loss: 1.1656
Epoch 1/1... Discriminator Loss: 0.8624... Generator Loss: 0.8049
Epoch 1/1... Discriminator Loss: 1.2499... Generator Loss: 0.5641
Epoch 1/1... Discriminator Loss: 1.0471... Generator Loss: 0.6395
Epoch 1/1... Discriminator Loss: 0.8926... Generator Loss: 0.7244
Epoch 1/1... Discriminator Loss: 1.0458... Generator Loss: 0.6938
Epoch 1/1... Discriminator Loss: 1.1789... Generator Loss: 0.8255
Epoch 1/1... Discriminator Loss: 0.2851... Generator Loss: 2.1111
Epoch 1/1... Discriminator Loss: 0.8026... Generator Loss: 1.1390
Epoch 1/1... Discriminator Loss: 0.7344... Generator Loss: 0.9230
Epoch 1/1... Discriminator Loss: 0.8358... Generator Loss: 0.8391
Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 0.8248
Epoch 1/1... Discriminator Loss: 0.8295... Generator Loss: 0.9226
Epoch 1/1... Discriminator Loss: 1.7510... Generator Loss: 0.2476
Epoch 1/1... Discriminator Loss: 0.8281... Generator Loss: 0.7366
Epoch 1/1... Discriminator Loss: 0.4749... Generator Loss: 1.3059
Epoch 1/1... Discriminator Loss: 0.7144... Generator Loss: 0.9183
Epoch 1/1... Discriminator Loss: 0.7912... Generator Loss: 0.8863
Epoch 1/1... Discriminator Loss: 0.5659... Generator Loss: 0.9990
Epoch 1/1... Discriminator Loss: 1.0573... Generator Loss: 0.5761
Epoch 1/1... Discriminator Loss: 0.5679... Generator Loss: 1.5646
Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 1.0172
Epoch 1/1... Discriminator Loss: 1.2375... Generator Loss: 0.5930
Epoch 1/1... Discriminator Loss: 0.6893... Generator Loss: 0.9023
Epoch 1/1... Discriminator Loss: 1.1315... Generator Loss: 0.5223
Epoch 1/1... Discriminator Loss: 0.9538... Generator Loss: 0.8041
Epoch 1/1... Discriminator Loss: 0.4369... Generator Loss: 2.0337
Epoch 1/1... Discriminator Loss: 0.5852... Generator Loss: 1.1215
Epoch 1/1... Discriminator Loss: 0.8071... Generator Loss: 0.8799
Epoch 1/1... Discriminator Loss: 1.1171... Generator Loss: 0.6586
Epoch 1/1... Discriminator Loss: 0.8404... Generator Loss: 0.8448
Epoch 1/1... Discriminator Loss: 0.7484... Generator Loss: 0.8578
Epoch 1/1... Discriminator Loss: 0.8075... Generator Loss: 1.2425
Epoch 1/1... Discriminator Loss: 1.2634... Generator Loss: 0.4691
Epoch 1/1... Discriminator Loss: 1.3820... Generator Loss: 0.8549
Epoch 1/1... Discriminator Loss: 0.6118... Generator Loss: 1.0483
Epoch 1/1... Discriminator Loss: 0.7398... Generator Loss: 1.3130
Epoch 1/1... Discriminator Loss: 0.7589... Generator Loss: 1.1084
Epoch 1/1... Discriminator Loss: 0.8889... Generator Loss: 1.2082
Epoch 1/1... Discriminator Loss: 1.2877... Generator Loss: 0.5261
Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 0.7742
Epoch 1/1... Discriminator Loss: 1.1101... Generator Loss: 0.5987
Epoch 1/1... Discriminator Loss: 1.7466... Generator Loss: 0.2537
Epoch 1/1... Discriminator Loss: 0.8058... Generator Loss: 1.2610
Epoch 1/1... Discriminator Loss: 0.9309... Generator Loss: 1.1015
Epoch 1/1... Discriminator Loss: 0.5857... Generator Loss: 1.2816
Epoch 1/1... Discriminator Loss: 0.9514... Generator Loss: 1.0479
Epoch 1/1... Discriminator Loss: 0.8910... Generator Loss: 1.1373
Epoch 1/1... Discriminator Loss: 1.3153... Generator Loss: 0.5121
Epoch 1/1... Discriminator Loss: 0.8680... Generator Loss: 1.0003
Epoch 1/1... Discriminator Loss: 0.3745... Generator Loss: 1.5913
Epoch 1/1... Discriminator Loss: 0.4485... Generator Loss: 1.7720
Epoch 1/1... Discriminator Loss: 0.8059... Generator Loss: 1.4050
Epoch 1/1... Discriminator Loss: 1.5542... Generator Loss: 0.3243
Epoch 1/1... Discriminator Loss: 0.6072... Generator Loss: 1.5594
Epoch 1/1... Discriminator Loss: 0.9779... Generator Loss: 0.8151
Epoch 1/1... Discriminator Loss: 0.8168... Generator Loss: 0.8565
Epoch 1/1... Discriminator Loss: 2.1604... Generator Loss: 0.2599
Epoch 1/1... Discriminator Loss: 1.0468... Generator Loss: 0.6100
Epoch 1/1... Discriminator Loss: 1.1448... Generator Loss: 0.5608
Epoch 1/1... Discriminator Loss: 0.5258... Generator Loss: 1.4967
Epoch 1/1... Discriminator Loss: 0.5345... Generator Loss: 1.3962
Epoch 1/1... Discriminator Loss: 0.4534... Generator Loss: 2.6828
Epoch 1/1... Discriminator Loss: 0.7077... Generator Loss: 1.6359
Epoch 1/1... Discriminator Loss: 1.0041... Generator Loss: 1.0283
Epoch 1/1... Discriminator Loss: 0.6049... Generator Loss: 1.1345
Epoch 1/1... Discriminator Loss: 0.5500... Generator Loss: 1.5679
Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.6647
Epoch 1/1... Discriminator Loss: 0.5726... Generator Loss: 1.2215
Epoch 1/1... Discriminator Loss: 1.3249... Generator Loss: 0.5306
Epoch 1/1... Discriminator Loss: 0.7945... Generator Loss: 0.9090
Epoch 1/1... Discriminator Loss: 0.8948... Generator Loss: 0.8288
Epoch 1/1... Discriminator Loss: 1.0607... Generator Loss: 0.7353
Epoch 1/1... Discriminator Loss: 0.6326... Generator Loss: 1.5992
Epoch 1/1... Discriminator Loss: 1.0048... Generator Loss: 0.7004
Epoch 1/1... Discriminator Loss: 0.7882... Generator Loss: 0.8656
Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 1.1674
Epoch 1/1... Discriminator Loss: 0.5418... Generator Loss: 1.4976
Epoch 1/1... Discriminator Loss: 0.9916... Generator Loss: 0.7357
Epoch 1/1... Discriminator Loss: 1.0550... Generator Loss: 0.6668
Epoch 1/1... Discriminator Loss: 0.7862... Generator Loss: 0.9881
Epoch 1/1... Discriminator Loss: 0.7885... Generator Loss: 0.8108
Epoch 1/1... Discriminator Loss: 1.3608... Generator Loss: 0.4434
Epoch 1/1... Discriminator Loss: 0.9703... Generator Loss: 0.7545
Epoch 1/1... Discriminator Loss: 0.7771... Generator Loss: 1.0075
Epoch 1/1... Discriminator Loss: 1.5278... Generator Loss: 0.2929
Epoch 1/1... Discriminator Loss: 1.0267... Generator Loss: 0.5778
Epoch 1/1... Discriminator Loss: 0.4849... Generator Loss: 1.4562
Epoch 1/1... Discriminator Loss: 1.0026... Generator Loss: 0.5922
Epoch 1/1... Discriminator Loss: 0.8240... Generator Loss: 0.8636
Epoch 1/1... Discriminator Loss: 0.7342... Generator Loss: 1.2034
Epoch 1/1... Discriminator Loss: 0.6219... Generator Loss: 1.5050
Epoch 1/1... Discriminator Loss: 1.0986... Generator Loss: 0.7430
Epoch 1/1... Discriminator Loss: 1.0011... Generator Loss: 0.6258
Epoch 1/1... Discriminator Loss: 0.7772... Generator Loss: 0.9341
Epoch 1/1... Discriminator Loss: 0.7727... Generator Loss: 1.4302
Epoch 1/1... Discriminator Loss: 0.6080... Generator Loss: 1.1971
Epoch 1/1... Discriminator Loss: 0.7571... Generator Loss: 0.9849
Epoch 1/1... Discriminator Loss: 1.0053... Generator Loss: 1.4284
Epoch 1/1... Discriminator Loss: 0.7169... Generator Loss: 0.9288
Epoch 1/1... Discriminator Loss: 0.6134... Generator Loss: 1.1189
Epoch 1/1... Discriminator Loss: 1.3104... Generator Loss: 0.4776
Epoch 1/1... Discriminator Loss: 0.3249... Generator Loss: 1.7665
Epoch 1/1... Discriminator Loss: 0.6401... Generator Loss: 0.9383
Epoch 1/1... Discriminator Loss: 0.4784... Generator Loss: 1.5457
Epoch 1/1... Discriminator Loss: 0.9427... Generator Loss: 0.7548
Epoch 1/1... Discriminator Loss: 0.5226... Generator Loss: 1.2432
Epoch 1/1... Discriminator Loss: 1.1078... Generator Loss: 0.5766
Epoch 1/1... Discriminator Loss: 0.6110... Generator Loss: 1.3597
Epoch 1/1... Discriminator Loss: 0.8864... Generator Loss: 0.8867
Epoch 1/1... Discriminator Loss: 1.0963... Generator Loss: 0.5655
Epoch 1/1... Discriminator Loss: 0.6364... Generator Loss: 1.3128
Epoch 1/1... Discriminator Loss: 0.8252... Generator Loss: 0.7248
Epoch 1/1... Discriminator Loss: 0.8855... Generator Loss: 0.7132
Epoch 1/1... Discriminator Loss: 0.5710... Generator Loss: 1.6536
Epoch 1/1... Discriminator Loss: 0.6303... Generator Loss: 1.3958
Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 1.1797
Epoch 1/1... Discriminator Loss: 0.6308... Generator Loss: 1.7729
Epoch 1/1... Discriminator Loss: 0.9635... Generator Loss: 0.7927
Epoch 1/1... Discriminator Loss: 0.9653... Generator Loss: 0.7486
Epoch 1/1... Discriminator Loss: 0.9023... Generator Loss: 0.6985
Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 0.6471
Epoch 1/1... Discriminator Loss: 0.8295... Generator Loss: 0.8373
Epoch 1/1... Discriminator Loss: 1.1204... Generator Loss: 0.6125
Epoch 1/1... Discriminator Loss: 0.9167... Generator Loss: 0.8821
Epoch 1/1... Discriminator Loss: 1.1663... Generator Loss: 0.5607
Epoch 1/1... Discriminator Loss: 1.2624... Generator Loss: 0.4746
Epoch 1/1... Discriminator Loss: 0.7136... Generator Loss: 0.9262
Epoch 1/1... Discriminator Loss: 0.3756... Generator Loss: 1.8240
Epoch 1/1... Discriminator Loss: 1.1392... Generator Loss: 0.5104
Epoch 1/1... Discriminator Loss: 1.3264... Generator Loss: 0.3766
Epoch 1/1... Discriminator Loss: 1.0071... Generator Loss: 0.8603
Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.8338
Epoch 1/1... Discriminator Loss: 0.5101... Generator Loss: 1.2300
Epoch 1/1... Discriminator Loss: 1.0339... Generator Loss: 0.9336
Epoch 1/1... Discriminator Loss: 0.8527... Generator Loss: 0.8320
Epoch 1/1... Discriminator Loss: 0.9854... Generator Loss: 0.9312
Epoch 1/1... Discriminator Loss: 0.9577... Generator Loss: 0.9611
Epoch 1/1... Discriminator Loss: 0.5875... Generator Loss: 1.1320
Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 1.9181
Epoch 1/1... Discriminator Loss: 0.9897... Generator Loss: 0.8164
Epoch 1/1... Discriminator Loss: 0.9006... Generator Loss: 0.7165
Epoch 1/1... Discriminator Loss: 0.8077... Generator Loss: 1.1637
Epoch 1/1... Discriminator Loss: 0.9052... Generator Loss: 0.8030
Epoch 1/1... Discriminator Loss: 1.0345... Generator Loss: 0.7199
Epoch 1/1... Discriminator Loss: 0.8971... Generator Loss: 0.9045
Epoch 1/1... Discriminator Loss: 0.7547... Generator Loss: 0.8926
Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 0.4046
Epoch 1/1... Discriminator Loss: 1.0682... Generator Loss: 0.5873
Epoch 1/1... Discriminator Loss: 0.9614... Generator Loss: 0.7774
Epoch 1/1... Discriminator Loss: 0.5696... Generator Loss: 3.0359
Epoch 1/1... Discriminator Loss: 1.1933... Generator Loss: 0.5145
Epoch 1/1... Discriminator Loss: 1.1969... Generator Loss: 0.5622
Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.5826
Epoch 1/1... Discriminator Loss: 0.9091... Generator Loss: 0.8922
Epoch 1/1... Discriminator Loss: 0.7883... Generator Loss: 1.0631
Epoch 1/1... Discriminator Loss: 0.9004... Generator Loss: 0.7204
Epoch 1/1... Discriminator Loss: 0.5961... Generator Loss: 1.1878
Epoch 1/1... Discriminator Loss: 0.4938... Generator Loss: 1.4890
Epoch 1/1... Discriminator Loss: 0.7357... Generator Loss: 0.9957
Epoch 1/1... Discriminator Loss: 0.5620... Generator Loss: 1.2623
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 0.6291
Epoch 1/1... Discriminator Loss: 1.4476... Generator Loss: 0.3875
Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 0.5173
Epoch 1/1... Discriminator Loss: 1.2904... Generator Loss: 0.7967
Epoch 1/1... Discriminator Loss: 0.4429... Generator Loss: 1.5118
Epoch 1/1... Discriminator Loss: 0.4874... Generator Loss: 1.4255
Epoch 1/1... Discriminator Loss: 0.5264... Generator Loss: 1.7389
Epoch 1/1... Discriminator Loss: 0.5992... Generator Loss: 1.3985
Epoch 1/1... Discriminator Loss: 0.3144... Generator Loss: 2.5121
Epoch 1/1... Discriminator Loss: 0.8410... Generator Loss: 0.8840
Epoch 1/1... Discriminator Loss: 0.8158... Generator Loss: 1.0233
Epoch 1/1... Discriminator Loss: 0.8677... Generator Loss: 0.7912
Epoch 1/1... Discriminator Loss: 0.5419... Generator Loss: 1.2478
Epoch 1/1... Discriminator Loss: 0.5245... Generator Loss: 1.5401
Epoch 1/1... Discriminator Loss: 0.9938... Generator Loss: 0.7455
Epoch 1/1... Discriminator Loss: 1.4229... Generator Loss: 0.4950
Epoch 1/1... Discriminator Loss: 0.6927... Generator Loss: 1.1666
Epoch 1/1... Discriminator Loss: 0.7117... Generator Loss: 1.0391
Epoch 1/1... Discriminator Loss: 0.7519... Generator Loss: 0.8720
Epoch 1/1... Discriminator Loss: 1.5288... Generator Loss: 0.3769
Epoch 1/1... Discriminator Loss: 1.1138... Generator Loss: 0.6027
Epoch 1/1... Discriminator Loss: 0.7134... Generator Loss: 1.2290
Epoch 1/1... Discriminator Loss: 0.9678... Generator Loss: 0.7421
Epoch 1/1... Discriminator Loss: 1.2500... Generator Loss: 0.4412
Epoch 1/1... Discriminator Loss: 0.8372... Generator Loss: 0.9222
Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 0.7449
Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 0.7370
Epoch 1/1... Discriminator Loss: 0.6266... Generator Loss: 2.5135
Epoch 1/1... Discriminator Loss: 0.8604... Generator Loss: 0.9262
Epoch 1/1... Discriminator Loss: 1.6432... Generator Loss: 0.3274
Epoch 1/1... Discriminator Loss: 0.7435... Generator Loss: 1.1173
Epoch 1/1... Discriminator Loss: 1.0483... Generator Loss: 0.6432
Epoch 1/1... Discriminator Loss: 1.1741... Generator Loss: 0.4929
Epoch 1/1... Discriminator Loss: 0.7774... Generator Loss: 1.4491
Epoch 1/1... Discriminator Loss: 0.7856... Generator Loss: 0.8218
Epoch 1/1... Discriminator Loss: 1.1745... Generator Loss: 0.5335
Epoch 1/1... Discriminator Loss: 0.6851... Generator Loss: 1.6256
Epoch 1/1... Discriminator Loss: 0.8257... Generator Loss: 0.8059
Epoch 1/1... Discriminator Loss: 1.0779... Generator Loss: 0.6601
Epoch 1/1... Discriminator Loss: 0.7827... Generator Loss: 0.8872
Epoch 1/1... Discriminator Loss: 0.4196... Generator Loss: 1.5375
Epoch 1/1... Discriminator Loss: 1.1909... Generator Loss: 1.8813
Epoch 1/1... Discriminator Loss: 0.8041... Generator Loss: 0.9092
Epoch 1/1... Discriminator Loss: 0.7790... Generator Loss: 1.1278
Epoch 1/1... Discriminator Loss: 1.3082... Generator Loss: 0.4390
Epoch 1/1... Discriminator Loss: 1.0400... Generator Loss: 0.6858
Epoch 1/1... Discriminator Loss: 1.2195... Generator Loss: 0.4655
Epoch 1/1... Discriminator Loss: 0.4218... Generator Loss: 1.9015
Epoch 1/1... Discriminator Loss: 0.7440... Generator Loss: 1.6224
Epoch 1/1... Discriminator Loss: 0.8120... Generator Loss: 0.8594
Epoch 1/1... Discriminator Loss: 1.7703... Generator Loss: 0.3422
Epoch 1/1... Discriminator Loss: 1.0410... Generator Loss: 0.6424
Epoch 1/1... Discriminator Loss: 1.3418... Generator Loss: 0.8605
Epoch 1/1... Discriminator Loss: 0.9271... Generator Loss: 0.7306
Epoch 1/1... Discriminator Loss: 1.1076... Generator Loss: 0.7859
Epoch 1/1... Discriminator Loss: 0.4779... Generator Loss: 2.1236
Epoch 1/1... Discriminator Loss: 0.5196... Generator Loss: 1.4168
Epoch 1/1... Discriminator Loss: 0.8766... Generator Loss: 0.7937
Epoch 1/1... Discriminator Loss: 0.8203... Generator Loss: 1.0149
Epoch 1/1... Discriminator Loss: 0.8442... Generator Loss: 0.7651
Epoch 1/1... Discriminator Loss: 1.2449... Generator Loss: 0.5038
Epoch 1/1... Discriminator Loss: 0.4332... Generator Loss: 1.8540
Epoch 1/1... Discriminator Loss: 1.0904... Generator Loss: 0.7743
Epoch 1/1... Discriminator Loss: 1.0622... Generator Loss: 0.7036
Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.4038
Epoch 1/1... Discriminator Loss: 1.2172... Generator Loss: 0.4317
Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 1.1852
Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 0.7058
Epoch 1/1... Discriminator Loss: 0.7359... Generator Loss: 0.8850
Epoch 1/1... Discriminator Loss: 0.7733... Generator Loss: 0.9142
Epoch 1/1... Discriminator Loss: 0.8389... Generator Loss: 1.2097
Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 0.6941
Epoch 1/1... Discriminator Loss: 0.6351... Generator Loss: 1.1238
Epoch 1/1... Discriminator Loss: 0.9476... Generator Loss: 0.7778
Epoch 1/1... Discriminator Loss: 1.3321... Generator Loss: 0.4142
Epoch 1/1... Discriminator Loss: 1.0609... Generator Loss: 0.6413
Epoch 1/1... Discriminator Loss: 0.6143... Generator Loss: 1.1977
Epoch 1/1... Discriminator Loss: 0.7314... Generator Loss: 0.9522
Epoch 1/1... Discriminator Loss: 0.5265... Generator Loss: 1.3415
Epoch 1/1... Discriminator Loss: 0.5375... Generator Loss: 1.2999
Epoch 1/1... Discriminator Loss: 1.4278... Generator Loss: 0.3893
Epoch 1/1... Discriminator Loss: 1.2134... Generator Loss: 0.6026
Epoch 1/1... Discriminator Loss: 0.7394... Generator Loss: 1.2320
Epoch 1/1... Discriminator Loss: 1.0815... Generator Loss: 0.6252
Epoch 1/1... Discriminator Loss: 0.6950... Generator Loss: 1.2344
Epoch 1/1... Discriminator Loss: 0.5205... Generator Loss: 1.3091
Epoch 1/1... Discriminator Loss: 0.4754... Generator Loss: 1.4672
Epoch 1/1... Discriminator Loss: 0.7763... Generator Loss: 0.9896
Epoch 1/1... Discriminator Loss: 0.8386... Generator Loss: 1.0191
Epoch 1/1... Discriminator Loss: 0.9988... Generator Loss: 1.2006
Epoch 1/1... Discriminator Loss: 0.8707... Generator Loss: 0.6986
Epoch 1/1... Discriminator Loss: 0.9097... Generator Loss: 1.0678
Epoch 1/1... Discriminator Loss: 0.4850... Generator Loss: 1.9112
Epoch 1/1... Discriminator Loss: 1.0680... Generator Loss: 0.8858
Epoch 1/1... Discriminator Loss: 1.0544... Generator Loss: 0.7485
Epoch 1/1... Discriminator Loss: 0.9383... Generator Loss: 0.8325
Epoch 1/1... Discriminator Loss: 1.0811... Generator Loss: 0.8702
Epoch 1/1... Discriminator Loss: 0.8225... Generator Loss: 1.0781
Epoch 1/1... Discriminator Loss: 0.6663... Generator Loss: 1.1729
Epoch 1/1... Discriminator Loss: 0.3273... Generator Loss: 1.8477
Epoch 1/1... Discriminator Loss: 1.1556... Generator Loss: 0.9192
Epoch 1/1... Discriminator Loss: 0.7291... Generator Loss: 1.0126
Epoch 1/1... Discriminator Loss: 0.8932... Generator Loss: 0.9592
Epoch 1/1... Discriminator Loss: 1.2963... Generator Loss: 0.4092
Epoch 1/1... Discriminator Loss: 0.9650... Generator Loss: 0.6896
Epoch 1/1... Discriminator Loss: 1.5265... Generator Loss: 0.2926
Epoch 1/1... Discriminator Loss: 0.8100... Generator Loss: 0.9071
Epoch 1/1... Discriminator Loss: 1.0286... Generator Loss: 0.6715
Epoch 1/1... Discriminator Loss: 0.7603... Generator Loss: 1.2274
Epoch 1/1... Discriminator Loss: 0.4825... Generator Loss: 2.3493
Epoch 1/1... Discriminator Loss: 0.9008... Generator Loss: 0.6807
Epoch 1/1... Discriminator Loss: 0.6007... Generator Loss: 1.2459
Epoch 1/1... Discriminator Loss: 0.9030... Generator Loss: 1.0078
Epoch 1/1... Discriminator Loss: 1.3261... Generator Loss: 0.4777
Epoch 1/1... Discriminator Loss: 0.9904... Generator Loss: 0.7105
Epoch 1/1... Discriminator Loss: 0.9651... Generator Loss: 0.8412
Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 0.7846
Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 0.6693
Epoch 1/1... Discriminator Loss: 0.9531... Generator Loss: 0.7631
Epoch 1/1... Discriminator Loss: 0.9446... Generator Loss: 0.5902
Epoch 1/1... Discriminator Loss: 1.2620... Generator Loss: 0.5139
Epoch 1/1... Discriminator Loss: 1.3735... Generator Loss: 0.4231
Epoch 1/1... Discriminator Loss: 1.1517... Generator Loss: 0.6570
Epoch 1/1... Discriminator Loss: 0.7416... Generator Loss: 1.0833
Epoch 1/1... Discriminator Loss: 0.9053... Generator Loss: 0.9087
Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.8285
Epoch 1/1... Discriminator Loss: 0.7898... Generator Loss: 0.8356
Epoch 1/1... Discriminator Loss: 0.9325... Generator Loss: 0.9513
Epoch 1/1... Discriminator Loss: 0.5053... Generator Loss: 1.6134
Epoch 1/1... Discriminator Loss: 1.0639... Generator Loss: 0.6465
Epoch 1/1... Discriminator Loss: 1.0804... Generator Loss: 0.6703
Epoch 1/1... Discriminator Loss: 1.1999... Generator Loss: 0.5987
Epoch 1/1... Discriminator Loss: 0.7522... Generator Loss: 0.9928
Epoch 1/1... Discriminator Loss: 0.8515... Generator Loss: 1.0357
Epoch 1/1... Discriminator Loss: 0.8111... Generator Loss: 0.8374
Epoch 1/1... Discriminator Loss: 1.0413... Generator Loss: 0.6286
Epoch 1/1... Discriminator Loss: 0.1289... Generator Loss: 2.6091
Epoch 1/1... Discriminator Loss: 0.8342... Generator Loss: 0.7836
Epoch 1/1... Discriminator Loss: 0.6028... Generator Loss: 1.3336
Epoch 1/1... Discriminator Loss: 0.4818... Generator Loss: 1.3860
Epoch 1/1... Discriminator Loss: 0.8830... Generator Loss: 0.7371
Epoch 1/1... Discriminator Loss: 0.6186... Generator Loss: 1.2570
Epoch 1/1... Discriminator Loss: 0.6637... Generator Loss: 1.1110
Epoch 1/1... Discriminator Loss: 0.7426... Generator Loss: 0.8254
Epoch 1/1... Discriminator Loss: 1.7629... Generator Loss: 0.2910
Epoch 1/1... Discriminator Loss: 1.4625... Generator Loss: 0.4471
Epoch 1/1... Discriminator Loss: 0.7280... Generator Loss: 1.0591
Epoch 1/1... Discriminator Loss: 0.9522... Generator Loss: 0.6911
Epoch 1/1... Discriminator Loss: 0.7055... Generator Loss: 1.0763
Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 0.5761
Epoch 1/1... Discriminator Loss: 0.8628... Generator Loss: 0.7741
Epoch 1/1... Discriminator Loss: 0.7487... Generator Loss: 0.9834

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.

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